Teacher perceptions of changes in school infrastructure and how these impact on their teaching practice
- Authors: Zivave, Takavada
- Date: 2021
- Type: Text , Thesis , PhD
- Full Text:
- Description: The impetus of this study comes from the 2009 Commonwealth Government of Australia’s $16.2 billion investment in school infrastructure under the Building the Education Revolution (BER) program. The BER program was supposed to stimulate the economy through creating construction jobs by building schools and ensuring that workers had jobs during the global financial crisis. Provision of learning spaces and learning space design was secondary to this need to create construction jobs. This thesis aimed to explore the teaching activity using an activity system based on Cultural-Historical Activity Theory (CHAT) (Engestrom, 1987) with the intent of bringing out or exposing the contribution made by the BER school infrastructure program on teaching especially around issues of pedagogy, teamwork, wellbeing, collaboration and interactions with students. Using a mixed-methods approach, the study utilised three sources of data, document analysis, online survey responses and focus group interviews. In the first phase, data were collected using a document analysis, this information guided the design of the online survey instrument, which was used to collect data in the second phase. Data collected using both the document analysis and online survey responses were used in the third phase, which involved focus group interviews. The data analysis involved identifying, grouping together and labelling document analysis, data from the online survey and transcripts of focus group interviews. These were coded and organised into themes, or units of meaning. The quantitative data was presented in frequency tables and descriptive statistics. This quantitative data was corroborated with extracts from focus group interviews and document analysis data where possible. The study’s findings demonstrated that school infrastructure supports teacher collaboration by allowing for team planning and co-teaching. Furthermore, the study revealed a link between teacher collaboration and teacher wellbeing. The study findings indicate that when teachers plan together and co-teach, their workload is reduced contributing positively to teacher wellbeing. The study suggests that a relationship exists between school infrastructure and student-teacher interactions, which serves to reduce negative interactions when dealing with outside classroom behaviour. The present study seeks to generate insights that, while unique to participants and individuals, are anticipated to be of interest to teachers more broadly. Potentially, the findings from this study could inform other educational contexts, for example, school architectural designers. Significantly, this research seeks to contribute to literature on the importance of school infrastructure on teacher performance ultimately improving student-learning outcomes.
- Description: Doctor of Philosophy
- Authors: Zivave, Takavada
- Date: 2021
- Type: Text , Thesis , PhD
- Full Text:
- Description: The impetus of this study comes from the 2009 Commonwealth Government of Australia’s $16.2 billion investment in school infrastructure under the Building the Education Revolution (BER) program. The BER program was supposed to stimulate the economy through creating construction jobs by building schools and ensuring that workers had jobs during the global financial crisis. Provision of learning spaces and learning space design was secondary to this need to create construction jobs. This thesis aimed to explore the teaching activity using an activity system based on Cultural-Historical Activity Theory (CHAT) (Engestrom, 1987) with the intent of bringing out or exposing the contribution made by the BER school infrastructure program on teaching especially around issues of pedagogy, teamwork, wellbeing, collaboration and interactions with students. Using a mixed-methods approach, the study utilised three sources of data, document analysis, online survey responses and focus group interviews. In the first phase, data were collected using a document analysis, this information guided the design of the online survey instrument, which was used to collect data in the second phase. Data collected using both the document analysis and online survey responses were used in the third phase, which involved focus group interviews. The data analysis involved identifying, grouping together and labelling document analysis, data from the online survey and transcripts of focus group interviews. These were coded and organised into themes, or units of meaning. The quantitative data was presented in frequency tables and descriptive statistics. This quantitative data was corroborated with extracts from focus group interviews and document analysis data where possible. The study’s findings demonstrated that school infrastructure supports teacher collaboration by allowing for team planning and co-teaching. Furthermore, the study revealed a link between teacher collaboration and teacher wellbeing. The study findings indicate that when teachers plan together and co-teach, their workload is reduced contributing positively to teacher wellbeing. The study suggests that a relationship exists between school infrastructure and student-teacher interactions, which serves to reduce negative interactions when dealing with outside classroom behaviour. The present study seeks to generate insights that, while unique to participants and individuals, are anticipated to be of interest to teachers more broadly. Potentially, the findings from this study could inform other educational contexts, for example, school architectural designers. Significantly, this research seeks to contribute to literature on the importance of school infrastructure on teacher performance ultimately improving student-learning outcomes.
- Description: Doctor of Philosophy
Teacher pedagogies of dialogic imagination - A narrative inquiry
- Authors: Zibell, Linda
- Date: 2016
- Type: Text , Thesis , PhD
- Full Text:
- Description: This thesis is a narrative inquiry to investigate teachers’ meanings for imagination and its potency for teaching and learning. Six teachers who identified it as central to their practice shared stories of how imagination is an effective pedagogy through in-depth, semi-structured interviews. Imagination is a living, mercurial phenomenon contested in philosophical circles yet taken-for-granted amongst the populace. Consequently, imagination in teaching and learning is under researched and widely regarded as mere decoration - helpful for engagement but unrelated to cognition. The literature review situates the research in international discussions concerning imagination’s value for teaching and learning. Several conceptualisations of meaning for imagination lead to a theoretical framework which re-conceptualises Bakhtin’s dialogic imagination and combines his philosophy of discourse with Ricoeur’s philosophy of imagination, and Brockmeier’s narrative imagination. Data analysis to compare and contrast the teachers’ meanings to the framework strongly suggests that, contrary to existing stereotypes, imagination is cognitive: it catalyses metaphoric meaning-making events as dialogic imagination. Since an open living discourse and narrative imagination are conditions for such meaning events, the teachers’ pedagogical choices are consequently rational and supportive of learning. Australian educational policy-makers have increasingly leveraged a closed classroom discourse over past decades: teachers must ensure students comply with national testing regimes that demand monologic responses tied to finalised syllabus requirements. Over that period students’ accomplishment has either seriously declined or flatlined. The teachers in this narrative inquiry keep living discourse and imagination open and alive but in spite of, not because of existing policy: the research presented here permits their understandings and professional art to be given voice in educational debates on effective teaching. I conclude policy makers might seriously consider the impacts of policy dynamics and whether they are slowly suffocating opportunities for a living atmosphere that invites imagination – a powerhouse of learning – into their lives.
- Description: Doctor of Philosophy
- Authors: Zibell, Linda
- Date: 2016
- Type: Text , Thesis , PhD
- Full Text:
- Description: This thesis is a narrative inquiry to investigate teachers’ meanings for imagination and its potency for teaching and learning. Six teachers who identified it as central to their practice shared stories of how imagination is an effective pedagogy through in-depth, semi-structured interviews. Imagination is a living, mercurial phenomenon contested in philosophical circles yet taken-for-granted amongst the populace. Consequently, imagination in teaching and learning is under researched and widely regarded as mere decoration - helpful for engagement but unrelated to cognition. The literature review situates the research in international discussions concerning imagination’s value for teaching and learning. Several conceptualisations of meaning for imagination lead to a theoretical framework which re-conceptualises Bakhtin’s dialogic imagination and combines his philosophy of discourse with Ricoeur’s philosophy of imagination, and Brockmeier’s narrative imagination. Data analysis to compare and contrast the teachers’ meanings to the framework strongly suggests that, contrary to existing stereotypes, imagination is cognitive: it catalyses metaphoric meaning-making events as dialogic imagination. Since an open living discourse and narrative imagination are conditions for such meaning events, the teachers’ pedagogical choices are consequently rational and supportive of learning. Australian educational policy-makers have increasingly leveraged a closed classroom discourse over past decades: teachers must ensure students comply with national testing regimes that demand monologic responses tied to finalised syllabus requirements. Over that period students’ accomplishment has either seriously declined or flatlined. The teachers in this narrative inquiry keep living discourse and imagination open and alive but in spite of, not because of existing policy: the research presented here permits their understandings and professional art to be given voice in educational debates on effective teaching. I conclude policy makers might seriously consider the impacts of policy dynamics and whether they are slowly suffocating opportunities for a living atmosphere that invites imagination – a powerhouse of learning – into their lives.
- Description: Doctor of Philosophy
Learning from noisy data: Robust data classification
- Authors: Zhao, Lei
- Date: 2012
- Type: Text , Thesis , PhD
- Full Text:
- Description: The problem of learning from noisy data sets has been the focus of much attention for many years. Three different types of noise could be defined that generate difficulties in data classification. The first type is related to the noisy features and labels where data entry and data acquisition are inherently prone to errors. The second type is from the redundant features, which may confuse the classification algorithm and degrade the classification performance. The last type could be generated by insufficient features where some features may become quite ambiguous in the absence of related hidden complementary features. In order to address these problems, robust methods for data classification have been studied in many areas, such as bio-informatics, genetics, medicine, education and electronic engineering. This thesis aims to study classification methods that are robust for noisy data sets. Different problems caused by the three types of noise listed above are investigated. New robust methods for data classification are proposed. "From Abstract"
- Description: Doctor of Philosophy
Three-dimensional numerical study on the batter instability mechanism of Maddingley Brown Coal Open Pit, Victoria, Australia using PLAXIS 3D
- Authors: Zhao, Lei
- Date: 2019
- Type: Text , Thesis , PhD
- Full Text:
- Description: With the increased size of excavation due to long-term open cut mining, batter instability has become a major geo-hazard in Victorian Brown Coal Open Pits where facilitate some largest brown coal mining operations in the world. Block failure is a unique failure mode in Victorian brown coal mines, which is often associated with cracks and rainfall. Maddingley Brown Coal Mine (MBC) is located in Bacchus Marsh, Victoria, Australia. Slope instability has also been a major geo-problem since the open pit mining commenced in MBC in 1940s. Making clear the cracking mechanism and the correlations between rainfall and batter instability have important implications in better understanding and predicting batter failures in Victorian brown coal mines. In this research, three-dimensional geologic models were developed to investigate the mechanism of brown coal batter instability. The finite element program encoded in Plaxis 3D was employed to conduct the complex two-phase (fluid-solid) coupled numerical simulations. The results revealed the cracking mechanism of coal batter and the effects of rainfall on batter stability. It was found that the brown coal batter with overburden tends to lead a circular critical path while the batter after overburden removal shows a trend of block sliding as interpreted by the shear and tensile strains simulated. The existence of joints and the hydrostatic water pressure in the joints could adversely affect the stability of brown coal batter towards block failure. Precipitation can increase the deformation, excess pore pressure, total pore pressure, active pressure and decrease the matric suction, and thereby decrease the shear strength, effective stress, and batter stability. The results from the three-dimensional hydro-mechanically coupled finite element study were well agreed with the field monitored data, theoretical calculations, and Victorian brown coal mining experience.
- Description: Doctor of Philosophy
- Authors: Zhao, Lei
- Date: 2019
- Type: Text , Thesis , PhD
- Full Text:
- Description: With the increased size of excavation due to long-term open cut mining, batter instability has become a major geo-hazard in Victorian Brown Coal Open Pits where facilitate some largest brown coal mining operations in the world. Block failure is a unique failure mode in Victorian brown coal mines, which is often associated with cracks and rainfall. Maddingley Brown Coal Mine (MBC) is located in Bacchus Marsh, Victoria, Australia. Slope instability has also been a major geo-problem since the open pit mining commenced in MBC in 1940s. Making clear the cracking mechanism and the correlations between rainfall and batter instability have important implications in better understanding and predicting batter failures in Victorian brown coal mines. In this research, three-dimensional geologic models were developed to investigate the mechanism of brown coal batter instability. The finite element program encoded in Plaxis 3D was employed to conduct the complex two-phase (fluid-solid) coupled numerical simulations. The results revealed the cracking mechanism of coal batter and the effects of rainfall on batter stability. It was found that the brown coal batter with overburden tends to lead a circular critical path while the batter after overburden removal shows a trend of block sliding as interpreted by the shear and tensile strains simulated. The existence of joints and the hydrostatic water pressure in the joints could adversely affect the stability of brown coal batter towards block failure. Precipitation can increase the deformation, excess pore pressure, total pore pressure, active pressure and decrease the matric suction, and thereby decrease the shear strength, effective stress, and batter stability. The results from the three-dimensional hydro-mechanically coupled finite element study were well agreed with the field monitored data, theoretical calculations, and Victorian brown coal mining experience.
- Description: Doctor of Philosophy
A great leap forward : EFL curriculum, globalization and reconstructionism - a case study in North East China
- Authors: Zhang, Xiaohong
- Date: 2009
- Type: Text , Thesis , PhD
- Full Text:
- Description: I have used the name, The Great Leap Forward in relation to my study of English as a Foreign Language (EFL) curriculum reform as I have linked economic, political and social developments of the late 20th and early 21st centuries in China with education developments that have occurred at the same time as the reform has been implemented.
- Description: Doctor of Philosophy
- Authors: Zhang, Xiaohong
- Date: 2009
- Type: Text , Thesis , PhD
- Full Text:
- Description: I have used the name, The Great Leap Forward in relation to my study of English as a Foreign Language (EFL) curriculum reform as I have linked economic, political and social developments of the late 20th and early 21st centuries in China with education developments that have occurred at the same time as the reform has been implemented.
- Description: Doctor of Philosophy
Derivative-free hybrid methods in global optimization and their applications
- Authors: Zhang, Jiapu
- Date: 2005
- Type: Text , Thesis , PhD
- Full Text:
- Description: In recent years large-scale global optimization (GO) problems have drawn considerable attention. These problems have many applications, in particular in data mining and biochemistry. Numerical methods for GO are often very time consuming and could not be applied for high-dimensional non-convex and / or non-smooth optimization problems. The thesis explores reasons why we need to develop and study new algorithms for solving large-scale GO problems .... The thesis presents several derivative-free hybrid methods for large scale GO problems. These methods do not guarantee the calculation of a global solution; however, results of numerical experiments presented in this thesis demonstrate that they, as a rule, calculate a solution which is a global one or close to it. Their applications to data mining problems and the protein folding problem are demonstrated.
- Description: Doctor of Philosophy
- Authors: Zhang, Jiapu
- Date: 2005
- Type: Text , Thesis , PhD
- Full Text:
- Description: In recent years large-scale global optimization (GO) problems have drawn considerable attention. These problems have many applications, in particular in data mining and biochemistry. Numerical methods for GO are often very time consuming and could not be applied for high-dimensional non-convex and / or non-smooth optimization problems. The thesis explores reasons why we need to develop and study new algorithms for solving large-scale GO problems .... The thesis presents several derivative-free hybrid methods for large scale GO problems. These methods do not guarantee the calculation of a global solution; however, results of numerical experiments presented in this thesis demonstrate that they, as a rule, calculate a solution which is a global one or close to it. Their applications to data mining problems and the protein folding problem are demonstrated.
- Description: Doctor of Philosophy
Characterisation of the deformation behaviour of unbound granular materials using repeated load triaxial testing
- Authors: Zhalehjoo, Negin
- Date: 2018
- Type: Text , Thesis , PhD
- Full Text:
- Description: Unbound Granular Materials (UGMs) are used in the base/subbase layers of flexible pavements for the majority of roads around the world. The deterioration of pavements increases with the increase of traffic loadings. To ensure the long-term performance and serviceability of pavement structures through a realistic design, the precise evaluation and comprehensive characterisation of the resilient and permanent deformation behaviour of pavement materials are essential. The present PhD study aims to investigate the characterisation of the resilient and permanent deformation behaviour of four road base UGMs sourced from quarries in Victoria, Australia, using Repeated Load Triaxial (RLT) testing. The triaxial system used in this study is instrumented with four axial deformation measurement transducers to achieve highly precise measurements and to evaluate the effect of instrumentation on the resilient modulus of UGMs. The resilient Poisson’s ratio of the studied UGMs is also determined using a radial Hall-Effect transducer. Moreover, a series of permanent deformation tests is performed to precisely characterise the axial and radial permanent deformation behaviour of UGMs and investigate the factors that may significantly influence the accumulated axial and radial permanent deformations. Finally, three permanent deformation models incorporated with a time-hardening procedure are employed to predict the magnitude of permanent strain for multiple stress levels of the RLT test. The predictions using the employed models are then compared against the measured values to evaluate the suitability of the models and to identify the model that best predicts the strain accumulation behaviour of the tested UGMs. While this study focuses on the resilient and permanent deformation behaviour of four Victorian UGMs under repeated loading, the knowledge generated from this comprehensive investigation will contribute towards the global development of more reliable methods for evaluating the long-term performance of pavement structures and minimising road maintenance and repair costs.
- Description: Doctor of Philosophy
- Authors: Zhalehjoo, Negin
- Date: 2018
- Type: Text , Thesis , PhD
- Full Text:
- Description: Unbound Granular Materials (UGMs) are used in the base/subbase layers of flexible pavements for the majority of roads around the world. The deterioration of pavements increases with the increase of traffic loadings. To ensure the long-term performance and serviceability of pavement structures through a realistic design, the precise evaluation and comprehensive characterisation of the resilient and permanent deformation behaviour of pavement materials are essential. The present PhD study aims to investigate the characterisation of the resilient and permanent deformation behaviour of four road base UGMs sourced from quarries in Victoria, Australia, using Repeated Load Triaxial (RLT) testing. The triaxial system used in this study is instrumented with four axial deformation measurement transducers to achieve highly precise measurements and to evaluate the effect of instrumentation on the resilient modulus of UGMs. The resilient Poisson’s ratio of the studied UGMs is also determined using a radial Hall-Effect transducer. Moreover, a series of permanent deformation tests is performed to precisely characterise the axial and radial permanent deformation behaviour of UGMs and investigate the factors that may significantly influence the accumulated axial and radial permanent deformations. Finally, three permanent deformation models incorporated with a time-hardening procedure are employed to predict the magnitude of permanent strain for multiple stress levels of the RLT test. The predictions using the employed models are then compared against the measured values to evaluate the suitability of the models and to identify the model that best predicts the strain accumulation behaviour of the tested UGMs. While this study focuses on the resilient and permanent deformation behaviour of four Victorian UGMs under repeated loading, the knowledge generated from this comprehensive investigation will contribute towards the global development of more reliable methods for evaluating the long-term performance of pavement structures and minimising road maintenance and repair costs.
- Description: Doctor of Philosophy
Women’s lived experiences of their partners’ referral to a men’s behaviour change program : a feminist interpretative phenomenological analysis
- Authors: Zeuschner, Lauren
- Date: 2022
- Type: Text , Thesis , PhD
- Full Text:
- Description: Family violence (FV) is a significant social issue across Australia, where one woman is murdered by her current or former partner every week (State Government of Victoria, 2020). In an effort to increase the safety of women and children living in the state of Victoria, perpetrators of FV are routinely referred to a group intervention known as a Men’s Behaviour Change Program (MBCP). This research study sought to lay a foundation for understanding how women experience their partners’ referral to an MBCP, while exploring the meaning they ascribe to such an experience. At a fundamental level, the study aimed to elevate the voices of women and to contextualise their experiences. It was anticipated that this study would illuminate the profound insights of women regarding their experiences of such referrals, which have not been previously considered or acknowledged as being important. Nine women living in the regional city of Ballarat, Victoria, took part in this community-based research project, which was designed in collaboration with industry partners. Each woman engaged in a qualitative interview that was underpinned by the emergent methodology of feminist interpretative phenomenological analysis. Consequently, these interviews focused on the women’s thoughts, feelings and interpretations of the referral experience. Through analysis and discussion of the women’s narratives, referral to an MBCP was shown to have involved experiences of significant meaning, depth and consequence for victim survivors – clearly demonstrating an effect beyond perpetrator engagement with an MBCP. The findings from this study have revealed the way in which MBCP referrals fashion a new environment for victim survivors. It is an environment characterised by heightened hopes of change, experiences of being blamed and judged by external parties and includes a rising sense of indignation. This form of referral has also been exposed to be a period of pivotal assessment for victim survivors, and at a fundamental level, as an event in and of itself. The new understandings achieved through this study provide a foundation on which FV services, researchers and policymakers can now build. This study has also reinforced the notion that in order to be effective, FV services must be informed by the knowledge and experiences of the people who are most affected by those services.
- Description: Doctor of Philosophy
- Authors: Zeuschner, Lauren
- Date: 2022
- Type: Text , Thesis , PhD
- Full Text:
- Description: Family violence (FV) is a significant social issue across Australia, where one woman is murdered by her current or former partner every week (State Government of Victoria, 2020). In an effort to increase the safety of women and children living in the state of Victoria, perpetrators of FV are routinely referred to a group intervention known as a Men’s Behaviour Change Program (MBCP). This research study sought to lay a foundation for understanding how women experience their partners’ referral to an MBCP, while exploring the meaning they ascribe to such an experience. At a fundamental level, the study aimed to elevate the voices of women and to contextualise their experiences. It was anticipated that this study would illuminate the profound insights of women regarding their experiences of such referrals, which have not been previously considered or acknowledged as being important. Nine women living in the regional city of Ballarat, Victoria, took part in this community-based research project, which was designed in collaboration with industry partners. Each woman engaged in a qualitative interview that was underpinned by the emergent methodology of feminist interpretative phenomenological analysis. Consequently, these interviews focused on the women’s thoughts, feelings and interpretations of the referral experience. Through analysis and discussion of the women’s narratives, referral to an MBCP was shown to have involved experiences of significant meaning, depth and consequence for victim survivors – clearly demonstrating an effect beyond perpetrator engagement with an MBCP. The findings from this study have revealed the way in which MBCP referrals fashion a new environment for victim survivors. It is an environment characterised by heightened hopes of change, experiences of being blamed and judged by external parties and includes a rising sense of indignation. This form of referral has also been exposed to be a period of pivotal assessment for victim survivors, and at a fundamental level, as an event in and of itself. The new understandings achieved through this study provide a foundation on which FV services, researchers and policymakers can now build. This study has also reinforced the notion that in order to be effective, FV services must be informed by the knowledge and experiences of the people who are most affected by those services.
- Description: Doctor of Philosophy
Regulatory network discovery using heuristics
- Authors: Zarnegar, Armita
- Date: 2011
- Type: Text , Thesis , PhD
- Full Text:
- Description: This thesis improves the GRN discovery process by integrating heuristic information via a co-regulation function, a post-processing procedure, and a Hub Network algorithm to build the backbone of the network.
- Description: Doctor of Philosophy
- Authors: Zarnegar, Armita
- Date: 2011
- Type: Text , Thesis , PhD
- Full Text:
- Description: This thesis improves the GRN discovery process by integrating heuristic information via a co-regulation function, a post-processing procedure, and a Hub Network algorithm to build the backbone of the network.
- Description: Doctor of Philosophy
Development and evaluation of optimization based data mining techniques analysis of brain data
- Authors: Zarei, Mahdi
- Date: 2015
- Type: Text , Thesis , PhD
- Full Text:
- Description: Neuroscience is an interdisciplinary science which deals with the study of structure and function of the brain and nervous system. Neuroscience encompasses disciplines such as computer science, mathematics, engineering, and linguistics. The structure of the healthy brain and representation of information by neural activity are among most challenging problems in neuroscience. Neuroscience is experiencing exponentially growing volumes of data obtained by using different technologies. The investigation of such data has tremendous impact on developing new and improving existing models of both healthy and diseased brains. Various techniques have been used for collecting brain data sets for addressing neuroscience problems. These data sets can be categorized into two main groups: resting-state and state-dependent data sets. Resting-state data is based on recording the brain activity when a subject does not think about any specific concept while state-dependent data is based on recording brain activity related to specific tasks. In general, brain data sets contain a large number of features (e.g. tens of thousands) and significantly fewer samples (e.g. several hundred). Such data sets are sparse and noisy. In addition to these problems, brain data sets have a few number of subjects. Brains are very complex systems and data about any brain activity reflects very complex relationship between neurons as well as different parts of the brain. Such relationships are highly nonlinear and general purpose data mining algorithms are not always efficient for their study. The development of machine learning techniques for brain data sets is an emerging research area in neuroscience. Over the last decade, various machine learning techniques have been developed for application to brain data sets. In the meantime, some well-known algorithms such as feature selection and supervised classification have been modified for analysis of brain data sets. Support vector machines, logistic regression, and Gaussian Naive Bayes classifiers are widely used for application to brain data sets. However, Support vector machines and logistic regression algorithms are not efficient for sparse and noisy data sets and Gaussian Naive Bayes classifiers do not give high accuracy. The aim of this study is to develop new and modify the existing data mining algorithms for the analysis brain data sets. Our contribution in this thesis can be listed as follow: 1. Development of new algorithms: 1.1. Development of new voxel (feature) selection algorithms for Functional magnetic resonance imaging (fMRI) data sets, and evaluation of these algorithms on the Haxby and Science 2008 data sets. 1.2. Development of new feature selection algorithm based on the catastrophe model for regression analysis problems. 2. Development and evaluation of different versions of the adaptive neuro-fuzzy model for the analysis of the spike-discharge as a function of other neuronal parameters. 3. Development and evaluation of the modified global k-means clustering algorithm for investigation of the structure of the healthy brain. 4. Development and evaluation of region of interest (ROI) method for analysis of brain functionalconnectivity in healthy subjects and schizophrenia patients.
- Description: Doctor of Philosophy
- Authors: Zarei, Mahdi
- Date: 2015
- Type: Text , Thesis , PhD
- Full Text:
- Description: Neuroscience is an interdisciplinary science which deals with the study of structure and function of the brain and nervous system. Neuroscience encompasses disciplines such as computer science, mathematics, engineering, and linguistics. The structure of the healthy brain and representation of information by neural activity are among most challenging problems in neuroscience. Neuroscience is experiencing exponentially growing volumes of data obtained by using different technologies. The investigation of such data has tremendous impact on developing new and improving existing models of both healthy and diseased brains. Various techniques have been used for collecting brain data sets for addressing neuroscience problems. These data sets can be categorized into two main groups: resting-state and state-dependent data sets. Resting-state data is based on recording the brain activity when a subject does not think about any specific concept while state-dependent data is based on recording brain activity related to specific tasks. In general, brain data sets contain a large number of features (e.g. tens of thousands) and significantly fewer samples (e.g. several hundred). Such data sets are sparse and noisy. In addition to these problems, brain data sets have a few number of subjects. Brains are very complex systems and data about any brain activity reflects very complex relationship between neurons as well as different parts of the brain. Such relationships are highly nonlinear and general purpose data mining algorithms are not always efficient for their study. The development of machine learning techniques for brain data sets is an emerging research area in neuroscience. Over the last decade, various machine learning techniques have been developed for application to brain data sets. In the meantime, some well-known algorithms such as feature selection and supervised classification have been modified for analysis of brain data sets. Support vector machines, logistic regression, and Gaussian Naive Bayes classifiers are widely used for application to brain data sets. However, Support vector machines and logistic regression algorithms are not efficient for sparse and noisy data sets and Gaussian Naive Bayes classifiers do not give high accuracy. The aim of this study is to develop new and modify the existing data mining algorithms for the analysis brain data sets. Our contribution in this thesis can be listed as follow: 1. Development of new algorithms: 1.1. Development of new voxel (feature) selection algorithms for Functional magnetic resonance imaging (fMRI) data sets, and evaluation of these algorithms on the Haxby and Science 2008 data sets. 1.2. Development of new feature selection algorithm based on the catastrophe model for regression analysis problems. 2. Development and evaluation of different versions of the adaptive neuro-fuzzy model for the analysis of the spike-discharge as a function of other neuronal parameters. 3. Development and evaluation of the modified global k-means clustering algorithm for investigation of the structure of the healthy brain. 4. Development and evaluation of region of interest (ROI) method for analysis of brain functionalconnectivity in healthy subjects and schizophrenia patients.
- Description: Doctor of Philosophy
Work/life balance through a critical ‘gender lens’ : A cross-country comparison of parental leave provisions and take-up in Australia and Sweden
- Authors: Zacharias, Nadine
- Date: 2007
- Type: Text , Thesis , PhD
- Full Text:
- Description: Work/life balance researchers have documented the low take-up rates of corporate work/life balance policies at the same time as there are reports of persistent work/life pressures. This research aims to provide more comprehensive explanations of the phenomenon of low policy take-up than those currently available in the work/life balance literature which focus on organisational and individual factors. The research project is based on a critical review of the work/life balance literature which focuses on organisational solutions and starts from the assumption that the organisational approach to researching and addressing work/life conflicts is inherently limited, mainly because it does not theorise gender as a social structure and does not take into consideration the social and political context in which work/life arrangements are negotiated but focuses, instead, on individual employees and organisations. I integrated my critical review of the organisational work/life balance literature with concepts in the feminist literature, most importantly the gendered public/private divide, to create an explicit ‘gender lens’ which guides the interpretations of my findings. I applied this gender lens to Habermas’ model of societal evolution to operationalise it as an analytical tool for this research. From this theoretical basis, I designed a comparative research project, using Australia and Sweden as country case studies, which compares the approaches to work/life balance in the two countries. The focus of the analysis is on parental leave as one important example of work/life balance policies. The data for this research includes the parental leave legislation, public documents released by governments and associated bodies as well as national surveys on the take-up of parental leave provisions in both countries. This material is analysed in the light of the conceptual framework. [...]
- Description: Doctor of Philosophy
- Authors: Zacharias, Nadine
- Date: 2007
- Type: Text , Thesis , PhD
- Full Text:
- Description: Work/life balance researchers have documented the low take-up rates of corporate work/life balance policies at the same time as there are reports of persistent work/life pressures. This research aims to provide more comprehensive explanations of the phenomenon of low policy take-up than those currently available in the work/life balance literature which focus on organisational and individual factors. The research project is based on a critical review of the work/life balance literature which focuses on organisational solutions and starts from the assumption that the organisational approach to researching and addressing work/life conflicts is inherently limited, mainly because it does not theorise gender as a social structure and does not take into consideration the social and political context in which work/life arrangements are negotiated but focuses, instead, on individual employees and organisations. I integrated my critical review of the organisational work/life balance literature with concepts in the feminist literature, most importantly the gendered public/private divide, to create an explicit ‘gender lens’ which guides the interpretations of my findings. I applied this gender lens to Habermas’ model of societal evolution to operationalise it as an analytical tool for this research. From this theoretical basis, I designed a comparative research project, using Australia and Sweden as country case studies, which compares the approaches to work/life balance in the two countries. The focus of the analysis is on parental leave as one important example of work/life balance policies. The data for this research includes the parental leave legislation, public documents released by governments and associated bodies as well as national surveys on the take-up of parental leave provisions in both countries. This material is analysed in the light of the conceptual framework. [...]
- Description: Doctor of Philosophy
Visiting Friends and Relatives (VFR) travel in Australia : An examination of the role of VFR hosts
- Authors: Yousuf, Mohammad
- Date: 2018
- Type: Text , Thesis , PhD
- Full Text:
- Description: Visiting Friends and Relatives (VFR) travel is a significant form of travel in terms of global travel numbers. However, research on VFR travel is small relative to its size. In particular, research regarding the role of hosts of VFR travellers in shaping their trips including travel decisions and activities has been examined by few researchers. No previous research explored the differences in hosting between immigrant and non-immigrant local residents despite VFR travel being commonly associated with migration in existing literature. Before this research, the differences between hosting friends and relatives had been neglected, resulting in VFR hosts being treated as one homogenous group. Previous research also failed to empirically test the influence of destination on the hosting of VFRs. Thus, this is the first study examining the hosting of VFRs through combining how migration, relationship types, and destination types, impact VFR travel experiences for hosts. Given that VFR travel is a significant component of Australia’s visitor numbers, and that it comprises a large immigrant population, Australia is a suitable setting for this study. Considering the multi-dimensional elements in the study, the “VFR Whole Tourism Systems Model” was used as the conceptual model for this study. Quantitative research was conducted nationally with 331 residents, collected through an online survey, assessing the differences and similarities in hosting behaviours. Qualitative research was undertaken through in-depth interviews with 34 local residents in three contrasting destinations in Victoria understanding the social interactions between VFR hosts and their visiting friends/relatives. Significant differences were found between immigrants and nonimmigrants regarding attracting VFRs and hosting experiences. Differences were also noted between hosting friends versus hosting relatives, and it was also determined that the destination types impact VFR hosting. Such findings have provided valuable insights regarding the economic and social benefits of promoting local marketing campaign targeting local residents.
- Description: Doctor of Philosophy
- Authors: Yousuf, Mohammad
- Date: 2018
- Type: Text , Thesis , PhD
- Full Text:
- Description: Visiting Friends and Relatives (VFR) travel is a significant form of travel in terms of global travel numbers. However, research on VFR travel is small relative to its size. In particular, research regarding the role of hosts of VFR travellers in shaping their trips including travel decisions and activities has been examined by few researchers. No previous research explored the differences in hosting between immigrant and non-immigrant local residents despite VFR travel being commonly associated with migration in existing literature. Before this research, the differences between hosting friends and relatives had been neglected, resulting in VFR hosts being treated as one homogenous group. Previous research also failed to empirically test the influence of destination on the hosting of VFRs. Thus, this is the first study examining the hosting of VFRs through combining how migration, relationship types, and destination types, impact VFR travel experiences for hosts. Given that VFR travel is a significant component of Australia’s visitor numbers, and that it comprises a large immigrant population, Australia is a suitable setting for this study. Considering the multi-dimensional elements in the study, the “VFR Whole Tourism Systems Model” was used as the conceptual model for this study. Quantitative research was conducted nationally with 331 residents, collected through an online survey, assessing the differences and similarities in hosting behaviours. Qualitative research was undertaken through in-depth interviews with 34 local residents in three contrasting destinations in Victoria understanding the social interactions between VFR hosts and their visiting friends/relatives. Significant differences were found between immigrants and nonimmigrants regarding attracting VFRs and hosting experiences. Differences were also noted between hosting friends versus hosting relatives, and it was also determined that the destination types impact VFR hosting. Such findings have provided valuable insights regarding the economic and social benefits of promoting local marketing campaign targeting local residents.
- Description: Doctor of Philosophy
Efficacy and understanding of the safety hierarchy of controls
- Authors: Young, Stephen
- Date: 2017
- Type: Text , Thesis , PhD
- Full Text:
- Description: This document constitutes the submission of Stephen Young for the degree of Doctor of Philosophy at Federation University Australia. The submission is offered as a thesis by publication – representing a summary of the candidate’s research based around a number of already-published peer-reviewed papers, supported by additional analysis and commentary. The research project is entitled “Efficacy and Understanding of the Safety Hierarchy of Controls”. The key question posed in this thesis is stated as: “What constrains understanding of the efficacy of the safety hierarchy?” This question was broken down into three sub-questions, each of which is represented within this submission as Part One, Part Two, and Part Three respectively. The three questions are stated as: 1. How may contemporary evidence demonstrate the efficacy of the safety hierarchy? 2. What are the constraints on understanding the hazard vector as it relates to the safety hierarchy? 3. What is the current understanding of hazard mitigation in a selected industry and how may the safety hierarchy be implemented to ameliorate a key hazard? The Introduction indicates the importance of the topic and explains the background to the concept known as the [safety] hierarchy of control, including a distinction between hazard and risk. It then undertakes a brief review of the development of twentieth century safety literature, including a consideration of how safety analysis has been split into the energy damage model and the anthropocentric model – complicated by a persistence of myth and superstition. An update of more recent safety literature in the twenty-first century and literature relating to governance decision making is also included. The intended contribution of this research project is laid out along with an explanation of how the thesis is organised. Part One seeks to use contemporary evidence to demonstrate the efficacy of the safety hierarchy. This is primarily achieved by presenting two case studies predominantly focussed on a New Zealand aluminium smelter. The first paper, “From zero to hero: A case study of industrial injury reduction”, used the candidate’s earlier research documenting that company’s remarkable journey from a worksite with an unenviably high level of injuries to that of one of the safest industrial worksites in the world. It contextualised the research within the contemporary zero accident vision (ZAV) and considered the company’s use of the hierarchy of controls as a primary means of hazard intervention. This paper was published in Safety Science in 2014. A further study was conducted later in 2014 to qualitatively consider the effect on safety of the difficult economic times being experienced by the aluminium industry. This purposive critical case study revisited the New Zealand aluminium smelter to document the observations of safety managers as they sought to continue the company’s exemplary safety record in the face of financial duress. “Safety in hard times: A qualitative analysis of safety concerns in two industrial plants under financial duress” also included parallel observations of safety managers from an Australian aluminium rolling mill as it closed down in response to the same economic factors. The impact of lean management and the ongoing efficacy of hierarchy of controls methodology within both plants was documented and considered. This paper was published in Safety Science in 2018. Insofar as is possible using case studies, both papers demonstrated the efficacy of the hierarchy of control as an intervention methodology for ameliorating hazards in the workplace. Part Two seeks to consider the constraints on understanding the hazard vector as it relates to the hierarchy of controls. A focussed literature review entitled “The root cause fallacy” was conducted to better understand the uses of the word cause in philosophy, law, and science – as well as in the applied science of safety management. This paper highlighted the limitations of the concept of root cause as a safety intervention precept; thereby identifying a significant constraint on understanding the hazard vector and the hierarchy of control. This is followed by a chapter deconstructing the most common version of the hierarchy of controls, pointing out how it could be made easier to understand and proposing a simplified version – more aligned to the underlying hazard vector. This alignment has been successfully presented in a number a conferences including the proceedings of 2014 Australian Systems Safety Conference; and ultimately, to the 15th World Congress on Public Health in 2017. Part Three applies the knowledge gained in Parts One and Two, and presents two studies investigating the fermentation industry to both understand the role of the hierarchy of controls in hazard mitigation and to illustrate how it can be more effectively implemented. The first paper took the potentially catastrophic hazard of asphyxiation from elevated levels of carbon dioxide (CO2) and demonstrated how the hierarchy of controls could be applied to more effectively control the hazard. The second paper surveyed the rapidly growing boutique beer industry in Victoria and Tasmania to understand how hazards were being managed, and the degree to which the hierarchy of controls was used to ameliorate the identified hazards. Together, these papers illustrated that application of the hierarchy of controls is largely conspicuous by its absence in the mitigation of hazards in a rapidly growing industry; while also demonstrating an effective hierarchal control that could evade an almost inevitable looming catastrophe. In conclusion, this thesis demonstrates the efficacy of the hierarchy of controls in Part One. In Part Two, it considers the linguistic origin of the word cause and consequently reconsiders the hazard vector insofar as it relates to the hierarchy of controls – incorporating these findings into a simpler and more easily understood hierarchy. Part Three provides a demonstration of how the hierarchy of controls can be applied to a difficult hazard in an emerging industry and also highlights the contemporary deficiencies in how that industry currently deals with the hazards they identify. Finally, the key question “What constrains understanding of the efficacy of the safety hierarchy?” is addressed by summarising the three parts of this thesis and concluding: 1. An assiduous application of the hierarchy of controls can prevent occupational injuries. 2. The efficacy of the hierarchy of controls is constrained by the following factors: a. Over-complication of what is a simple concept; b. Misunderstanding of how hazard interventions may be used to prevent injury; c. Misunderstanding of the construct of cause as it relates to the hazard vector. 3. Appropriate recognition of the relative significance of identified hazards is central to the understanding of the safety hierarchy.
- Description: Doctor of Philosophy
- Authors: Young, Stephen
- Date: 2017
- Type: Text , Thesis , PhD
- Full Text:
- Description: This document constitutes the submission of Stephen Young for the degree of Doctor of Philosophy at Federation University Australia. The submission is offered as a thesis by publication – representing a summary of the candidate’s research based around a number of already-published peer-reviewed papers, supported by additional analysis and commentary. The research project is entitled “Efficacy and Understanding of the Safety Hierarchy of Controls”. The key question posed in this thesis is stated as: “What constrains understanding of the efficacy of the safety hierarchy?” This question was broken down into three sub-questions, each of which is represented within this submission as Part One, Part Two, and Part Three respectively. The three questions are stated as: 1. How may contemporary evidence demonstrate the efficacy of the safety hierarchy? 2. What are the constraints on understanding the hazard vector as it relates to the safety hierarchy? 3. What is the current understanding of hazard mitigation in a selected industry and how may the safety hierarchy be implemented to ameliorate a key hazard? The Introduction indicates the importance of the topic and explains the background to the concept known as the [safety] hierarchy of control, including a distinction between hazard and risk. It then undertakes a brief review of the development of twentieth century safety literature, including a consideration of how safety analysis has been split into the energy damage model and the anthropocentric model – complicated by a persistence of myth and superstition. An update of more recent safety literature in the twenty-first century and literature relating to governance decision making is also included. The intended contribution of this research project is laid out along with an explanation of how the thesis is organised. Part One seeks to use contemporary evidence to demonstrate the efficacy of the safety hierarchy. This is primarily achieved by presenting two case studies predominantly focussed on a New Zealand aluminium smelter. The first paper, “From zero to hero: A case study of industrial injury reduction”, used the candidate’s earlier research documenting that company’s remarkable journey from a worksite with an unenviably high level of injuries to that of one of the safest industrial worksites in the world. It contextualised the research within the contemporary zero accident vision (ZAV) and considered the company’s use of the hierarchy of controls as a primary means of hazard intervention. This paper was published in Safety Science in 2014. A further study was conducted later in 2014 to qualitatively consider the effect on safety of the difficult economic times being experienced by the aluminium industry. This purposive critical case study revisited the New Zealand aluminium smelter to document the observations of safety managers as they sought to continue the company’s exemplary safety record in the face of financial duress. “Safety in hard times: A qualitative analysis of safety concerns in two industrial plants under financial duress” also included parallel observations of safety managers from an Australian aluminium rolling mill as it closed down in response to the same economic factors. The impact of lean management and the ongoing efficacy of hierarchy of controls methodology within both plants was documented and considered. This paper was published in Safety Science in 2018. Insofar as is possible using case studies, both papers demonstrated the efficacy of the hierarchy of control as an intervention methodology for ameliorating hazards in the workplace. Part Two seeks to consider the constraints on understanding the hazard vector as it relates to the hierarchy of controls. A focussed literature review entitled “The root cause fallacy” was conducted to better understand the uses of the word cause in philosophy, law, and science – as well as in the applied science of safety management. This paper highlighted the limitations of the concept of root cause as a safety intervention precept; thereby identifying a significant constraint on understanding the hazard vector and the hierarchy of control. This is followed by a chapter deconstructing the most common version of the hierarchy of controls, pointing out how it could be made easier to understand and proposing a simplified version – more aligned to the underlying hazard vector. This alignment has been successfully presented in a number a conferences including the proceedings of 2014 Australian Systems Safety Conference; and ultimately, to the 15th World Congress on Public Health in 2017. Part Three applies the knowledge gained in Parts One and Two, and presents two studies investigating the fermentation industry to both understand the role of the hierarchy of controls in hazard mitigation and to illustrate how it can be more effectively implemented. The first paper took the potentially catastrophic hazard of asphyxiation from elevated levels of carbon dioxide (CO2) and demonstrated how the hierarchy of controls could be applied to more effectively control the hazard. The second paper surveyed the rapidly growing boutique beer industry in Victoria and Tasmania to understand how hazards were being managed, and the degree to which the hierarchy of controls was used to ameliorate the identified hazards. Together, these papers illustrated that application of the hierarchy of controls is largely conspicuous by its absence in the mitigation of hazards in a rapidly growing industry; while also demonstrating an effective hierarchal control that could evade an almost inevitable looming catastrophe. In conclusion, this thesis demonstrates the efficacy of the hierarchy of controls in Part One. In Part Two, it considers the linguistic origin of the word cause and consequently reconsiders the hazard vector insofar as it relates to the hierarchy of controls – incorporating these findings into a simpler and more easily understood hierarchy. Part Three provides a demonstration of how the hierarchy of controls can be applied to a difficult hazard in an emerging industry and also highlights the contemporary deficiencies in how that industry currently deals with the hazards they identify. Finally, the key question “What constrains understanding of the efficacy of the safety hierarchy?” is addressed by summarising the three parts of this thesis and concluding: 1. An assiduous application of the hierarchy of controls can prevent occupational injuries. 2. The efficacy of the hierarchy of controls is constrained by the following factors: a. Over-complication of what is a simple concept; b. Misunderstanding of how hazard interventions may be used to prevent injury; c. Misunderstanding of the construct of cause as it relates to the hazard vector. 3. Appropriate recognition of the relative significance of identified hazards is central to the understanding of the safety hierarchy.
- Description: Doctor of Philosophy
Tertiary student connectedness : Intervention influence on student connectedness as measured in health and academic behaviours of regional tertiary students
- Authors: Young, Patricia
- Date: 2018
- Type: Text , Thesis , PhD
- Full Text:
- Description: At a time when university student diversity is heightened and when national government regulations have shifted their quality focus from support improvements to student achievement, little is known about the mechanism of the latter. University efforts to support quality, caring interactions between students and staff, known as connectedness, are currently favoured, and this thesis examines connectedness, mood, emotional well-being and academic behaviours of commencing students at a regional Australian university. This is done through the lens of a first semester intervention, known as Tertiary Learning Communities (TLC). Drawing on existing connectedness research, across both school and university settings and guided by a whole-school framework, details of the establishment of a suitable working party, the development of survey, pilot and intervention activities, and monitoring the ability of a cross-campus intervention to influence student connectedness and behaviour markers, are highlighted to advance further understanding of the mechanics of connectedness in a university setting. The developed survey, which collected data from undergraduate students early in their first semester, effectively captured perceptions of connectedness across a broad range of sources in addition to their mood, emotional well-being and academic student behaviours. Paired sample-tests assessed connectedness changes, and chi square analysis assessed behaviour changes when comparing the experimental and control groups on two occasions. A single intervention aligned to a first year core unit to support academic and social interactions, was shown to be ineffective in enhancing student connectedness during the semester of the intervention or the semester following the intervention. However, the level of connectedness decreases measured across ‘personal’, ‘other students’ and ‘lecturers’ were indeed significant, as was the finding that connectedness decreases for intervention participants exceeded the decreases of the control group. Furthermore, mood and emotional well-being challenges and the slow emergence of academic behaviours were also revealed. These findings provided support for future inclusive student support initiatives, maintained the involvement of working party members and extended support beyond the first semester to across first year.
- Description: Doctor of Philosophy
- Authors: Young, Patricia
- Date: 2018
- Type: Text , Thesis , PhD
- Full Text:
- Description: At a time when university student diversity is heightened and when national government regulations have shifted their quality focus from support improvements to student achievement, little is known about the mechanism of the latter. University efforts to support quality, caring interactions between students and staff, known as connectedness, are currently favoured, and this thesis examines connectedness, mood, emotional well-being and academic behaviours of commencing students at a regional Australian university. This is done through the lens of a first semester intervention, known as Tertiary Learning Communities (TLC). Drawing on existing connectedness research, across both school and university settings and guided by a whole-school framework, details of the establishment of a suitable working party, the development of survey, pilot and intervention activities, and monitoring the ability of a cross-campus intervention to influence student connectedness and behaviour markers, are highlighted to advance further understanding of the mechanics of connectedness in a university setting. The developed survey, which collected data from undergraduate students early in their first semester, effectively captured perceptions of connectedness across a broad range of sources in addition to their mood, emotional well-being and academic student behaviours. Paired sample-tests assessed connectedness changes, and chi square analysis assessed behaviour changes when comparing the experimental and control groups on two occasions. A single intervention aligned to a first year core unit to support academic and social interactions, was shown to be ineffective in enhancing student connectedness during the semester of the intervention or the semester following the intervention. However, the level of connectedness decreases measured across ‘personal’, ‘other students’ and ‘lecturers’ were indeed significant, as was the finding that connectedness decreases for intervention participants exceeded the decreases of the control group. Furthermore, mood and emotional well-being challenges and the slow emergence of academic behaviours were also revealed. These findings provided support for future inclusive student support initiatives, maintained the involvement of working party members and extended support beyond the first semester to across first year.
- Description: Doctor of Philosophy
James Curtis and spiritualism in Nineteenth-Century Ballarat
- Authors: Young, Gregory
- Date: 2017
- Type: Text , Thesis , PhD
- Full Text:
- Description: This thesis is about the origins, growth, and decline of spiritualism in nineteenth- century Ballarat. It gives special attention to Rustlings in the Golden City, the religious confessions of James Curtis, a notable Ballarat pioneer and the city’s most active and prominent spiritualist believer and evangelist. In Ballarat, spiritualism was commonly regarded as little more than entertaining humbug, usually derided by the press as delusive nonsense. Though clerics occasionally condemned it as heretical and dangerous, few people took spiritualist ideas and practice seriously. Even so, Ballarat had its small core of devout believers. For these, spiritualism provided a route to direct, intuitive, knowledge of the destiny of the spiritual self, comparable to gnostic liberating self-discovery. Rustlings in the Golden City stands as a classic statement of Victorian-era spiritualism and James Curtis has claim to be regarded as Australia’s greatest nineteenth-century spiritualist. While the commitment of many prominent Australian spiritualists of the period was compromised by credulity, bad faith, and self-interest, James Curtis was guileless and sincere. His writings open a window on a neglected area of nineteenth-century Australian social and religious history. The historiography of the thesis is realist and empiricist, with the predominant methodology critical text-analysis. Its chief source is contemporary newspapers and journals and the publications of spiritualists and their opponents and critics.
- Description: Doctor of Philosophy
- Authors: Young, Gregory
- Date: 2017
- Type: Text , Thesis , PhD
- Full Text:
- Description: This thesis is about the origins, growth, and decline of spiritualism in nineteenth- century Ballarat. It gives special attention to Rustlings in the Golden City, the religious confessions of James Curtis, a notable Ballarat pioneer and the city’s most active and prominent spiritualist believer and evangelist. In Ballarat, spiritualism was commonly regarded as little more than entertaining humbug, usually derided by the press as delusive nonsense. Though clerics occasionally condemned it as heretical and dangerous, few people took spiritualist ideas and practice seriously. Even so, Ballarat had its small core of devout believers. For these, spiritualism provided a route to direct, intuitive, knowledge of the destiny of the spiritual self, comparable to gnostic liberating self-discovery. Rustlings in the Golden City stands as a classic statement of Victorian-era spiritualism and James Curtis has claim to be regarded as Australia’s greatest nineteenth-century spiritualist. While the commitment of many prominent Australian spiritualists of the period was compromised by credulity, bad faith, and self-interest, James Curtis was guileless and sincere. His writings open a window on a neglected area of nineteenth-century Australian social and religious history. The historiography of the thesis is realist and empiricist, with the predominant methodology critical text-analysis. Its chief source is contemporary newspapers and journals and the publications of spiritualists and their opponents and critics.
- Description: Doctor of Philosophy
Evaluating explanations of artificial intelligence decisions : the explanation quality rubric and survey
- Authors: Young, Charlotte
- Date: 2022
- Type: Text , Thesis , PhD
- Full Text:
- Description: The use of Artificial Intelligence (AI) algorithms is growing rapidly (Vilone & Longo, 2020). With this comes an increasing demand for reliable, robust explanations of AI decisions. There is a pressing need for a way to evaluate their quality. This thesis examines these research questions: What would a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations look like? How can a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations be created? Can a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations be used to improve explanations? Current Explainable Artificial Intelligence (XAI) research lacks an accepted, widely employed method for evaluating AI explanations. This thesis offers a method for creating a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations. It uses this to create an evaluation methodology, the XQ Rubric and XQ Survey. The XQ Rubric and Survey are then employed to improve explanations of AI decisions. The thesis asks what constitutes a good explanation in the context of XAI. It provides: 1. a model of good explanation for use in XAI research 2. a method of gathering non-expert evaluations of XAI explanations 3. an evaluation scheme for non-experts to employ in assessing XAI explanations (XQ Rubric and XQ Survey). The thesis begins with a literature review, primarily an exploration of previous attempts to evaluate XAI explanations formally. This is followed by an account of the development and iterative refinement of a solution to the problem, the eXplanation Quality Rubric (XQ Rubric). A Design Science methodology was used to guide the XQ Rubric and XQ Survey development. The thesis limits itself to XAI explanations appropriate for non-experts. It proposes and tests an evaluation rubric and survey method that is both stable and robust: that is, readily usable and consistently reliable in a variety of XAI-explanation tasks.
- Description: Doctor of Philosophy
- Authors: Young, Charlotte
- Date: 2022
- Type: Text , Thesis , PhD
- Full Text:
- Description: The use of Artificial Intelligence (AI) algorithms is growing rapidly (Vilone & Longo, 2020). With this comes an increasing demand for reliable, robust explanations of AI decisions. There is a pressing need for a way to evaluate their quality. This thesis examines these research questions: What would a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations look like? How can a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations be created? Can a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations be used to improve explanations? Current Explainable Artificial Intelligence (XAI) research lacks an accepted, widely employed method for evaluating AI explanations. This thesis offers a method for creating a rigorous, empirically justified, human-centred scheme for evaluating AI-decision explanations. It uses this to create an evaluation methodology, the XQ Rubric and XQ Survey. The XQ Rubric and Survey are then employed to improve explanations of AI decisions. The thesis asks what constitutes a good explanation in the context of XAI. It provides: 1. a model of good explanation for use in XAI research 2. a method of gathering non-expert evaluations of XAI explanations 3. an evaluation scheme for non-experts to employ in assessing XAI explanations (XQ Rubric and XQ Survey). The thesis begins with a literature review, primarily an exploration of previous attempts to evaluate XAI explanations formally. This is followed by an account of the development and iterative refinement of a solution to the problem, the eXplanation Quality Rubric (XQ Rubric). A Design Science methodology was used to guide the XQ Rubric and XQ Survey development. The thesis limits itself to XAI explanations appropriate for non-experts. It proposes and tests an evaluation rubric and survey method that is both stable and robust: that is, readily usable and consistently reliable in a variety of XAI-explanation tasks.
- Description: Doctor of Philosophy
Development of a long-term climatology of tropical 1 cyclones and depressions for the South Pacific 2 Ocean basin
- Authors: Yeasmin, Alea
- Date: 2023
- Type: Text , Thesis , PhD
- Full Text:
- Description: Tropical cyclones (TCs) are one of the most destructive synoptic systems that can cause enormous loss of life and property damages in the South Pacific Island nations. The impact of tropical depressions (TDs, i.e., weaker systems that do not develop into TCs) can also be staggering in the region in terms of heavy flooding and landslides, but a lack of complete records (reliable data prior to 1950) often hinders research involving TD impacts. A methodology has been developed here to detect TDs in the ERA-5 (the fifth generation European Centre for Medium-Range Weather Forecasts-ECMWF atmospheric reanalysis of the global climate) and 20CR (the Twentieth Century Reanalysis) dataset using the Okubo–Weiss–Zeta parameter (OWZP) detection scheme. The new South Pacific Enhanced Archive for Tropical Cyclones dataset (SPEArTC), the Dvorak analysis of satellite-based cloud patterns over the South Pacific Ocean basin, rainfall dataset for various stations in the South Pacific and historical archives have been utilised to validate ERA5/20CR-derived TCs and TDs. Results indicate that the OWZP method shows substantial skill in capturing the realistic climatological distribution of TCs and TDs for the South Pacific Ocean in both reanalyses dataset. The 20CR-derived TCs and TDs resemble several key characteristics of the observational records, including spatial distribution of genesis locations and track shapes. This gives us confidence that the 20CR-derived long-term records of TCs and TDs can serve as an effective tool for examining historical changes in various characteristics of TCs and TDs, particularly in the context of anthropogenic climate change. Utilizing the reconstructed proxies of TCs and TDs, their climatic connections with the El Niño Southern Oscillation (ENSO), the Interdecadal Pacific Oscillation (IPO), and the combined ENSO-IPO phases have been examined. Results show clear spatial shifts in TC activity between La Niña and El Niño phases with activity in the region 1400-1700E (1700-2200E) occurring during La Niña (El Niño) events. However, when IPO is considered synergistically with ENSO phases, we found that the combination of El Niño and the positive phase of IPO (+IPO) substantially enhances TC numbers (may be artifact influence) in both domains, noting the modulation between the two phases themselves. Similarly, La Niña and the negative phase of the IPO (-IPO) is found to enhance TC numbers in 1400-1700E. It is shown for the first time that the combined phases of El Niño and +IPO account for increased TC activity, as opposed to the combined phase of La Niña and -IPO, in the eastern sub-region. Similarly, the combined phase of La Niña and +IPO, as opposed to the combined phase of El Niño and -IPO, account for increased TC activity in the western sub-region. However, unlike TCs, the patterns of ENSO variability seem to be reversed for TDs. Changes in large-scale environmental conditions, such as environmental vertical wind shear, low-level cyclonic relative vorticity, mid-tropospheric relative humidity and sea surface temperature are linked to the various modes of variability patterns and their synergistic relationships. Results can have substantial implications, particularly on the predictability of TCs and TDs associated with the two important modes of natural variability in the South Pacific.
- Description: Doctor of Philosophy
- Authors: Yeasmin, Alea
- Date: 2023
- Type: Text , Thesis , PhD
- Full Text:
- Description: Tropical cyclones (TCs) are one of the most destructive synoptic systems that can cause enormous loss of life and property damages in the South Pacific Island nations. The impact of tropical depressions (TDs, i.e., weaker systems that do not develop into TCs) can also be staggering in the region in terms of heavy flooding and landslides, but a lack of complete records (reliable data prior to 1950) often hinders research involving TD impacts. A methodology has been developed here to detect TDs in the ERA-5 (the fifth generation European Centre for Medium-Range Weather Forecasts-ECMWF atmospheric reanalysis of the global climate) and 20CR (the Twentieth Century Reanalysis) dataset using the Okubo–Weiss–Zeta parameter (OWZP) detection scheme. The new South Pacific Enhanced Archive for Tropical Cyclones dataset (SPEArTC), the Dvorak analysis of satellite-based cloud patterns over the South Pacific Ocean basin, rainfall dataset for various stations in the South Pacific and historical archives have been utilised to validate ERA5/20CR-derived TCs and TDs. Results indicate that the OWZP method shows substantial skill in capturing the realistic climatological distribution of TCs and TDs for the South Pacific Ocean in both reanalyses dataset. The 20CR-derived TCs and TDs resemble several key characteristics of the observational records, including spatial distribution of genesis locations and track shapes. This gives us confidence that the 20CR-derived long-term records of TCs and TDs can serve as an effective tool for examining historical changes in various characteristics of TCs and TDs, particularly in the context of anthropogenic climate change. Utilizing the reconstructed proxies of TCs and TDs, their climatic connections with the El Niño Southern Oscillation (ENSO), the Interdecadal Pacific Oscillation (IPO), and the combined ENSO-IPO phases have been examined. Results show clear spatial shifts in TC activity between La Niña and El Niño phases with activity in the region 1400-1700E (1700-2200E) occurring during La Niña (El Niño) events. However, when IPO is considered synergistically with ENSO phases, we found that the combination of El Niño and the positive phase of IPO (+IPO) substantially enhances TC numbers (may be artifact influence) in both domains, noting the modulation between the two phases themselves. Similarly, La Niña and the negative phase of the IPO (-IPO) is found to enhance TC numbers in 1400-1700E. It is shown for the first time that the combined phases of El Niño and +IPO account for increased TC activity, as opposed to the combined phase of La Niña and -IPO, in the eastern sub-region. Similarly, the combined phase of La Niña and +IPO, as opposed to the combined phase of El Niño and -IPO, account for increased TC activity in the western sub-region. However, unlike TCs, the patterns of ENSO variability seem to be reversed for TDs. Changes in large-scale environmental conditions, such as environmental vertical wind shear, low-level cyclonic relative vorticity, mid-tropospheric relative humidity and sea surface temperature are linked to the various modes of variability patterns and their synergistic relationships. Results can have substantial implications, particularly on the predictability of TCs and TDs associated with the two important modes of natural variability in the South Pacific.
- Description: Doctor of Philosophy
Large dataset complexity reduction for classification: An optimization perspective
- Authors: Yatsko, Andrew
- Date: 2012
- Type: Text , Thesis , PhD
- Full Text:
- Description: Doctor of Philosophy
- Description: Computational complexity in data mining is attributed to algorithms but lies hugely with the data. Different algorithms may exist to solve the same problem, but the simplest is not always the best. At the same time, data of astronomical proportions is rather common, boosted by automation, and the fuller the data, the better resolution of the concept it projects. Paradoxically, it is the computing power that is lacking. Perhaps a fast algorithm can be run on the data, but not the optimal. Even then any modeling is much constrained, involving serial application of many algorithms. The only other way to relieve the computational load is via making the data lighter. Any representative subset has to preserve the data essence suiting, ideally, any algorithm. The reduction should minimize the error of approximation, while trading precision for performance. Data mining is a wide field. We concentrate on classification. In the literature review we present a variety of methods, emphasizing the effort of past decade. Two major objects of reduction are instances and attributes. The data can be also recast into a more economical format. We address sampling, noise reduction, class domain binarization, feature ranking, feature subset selection, feature extraction, and also discretization of continuous features. Achievements are tremendous, but so are possibilities. We improve an existing technique of data cleansing and suggest a way of data condensing as the extension. We also touch on noise reduction. Instance similarity, excepting the class mix, prompts a technique of feature selection. Additionally, we consider multivariate discretization, enabling a compact data representation without the size change. We compare proposed methods with alternative techniques which we introduce new, implement or use available.
- Authors: Yatsko, Andrew
- Date: 2012
- Type: Text , Thesis , PhD
- Full Text:
- Description: Doctor of Philosophy
- Description: Computational complexity in data mining is attributed to algorithms but lies hugely with the data. Different algorithms may exist to solve the same problem, but the simplest is not always the best. At the same time, data of astronomical proportions is rather common, boosted by automation, and the fuller the data, the better resolution of the concept it projects. Paradoxically, it is the computing power that is lacking. Perhaps a fast algorithm can be run on the data, but not the optimal. Even then any modeling is much constrained, involving serial application of many algorithms. The only other way to relieve the computational load is via making the data lighter. Any representative subset has to preserve the data essence suiting, ideally, any algorithm. The reduction should minimize the error of approximation, while trading precision for performance. Data mining is a wide field. We concentrate on classification. In the literature review we present a variety of methods, emphasizing the effort of past decade. Two major objects of reduction are instances and attributes. The data can be also recast into a more economical format. We address sampling, noise reduction, class domain binarization, feature ranking, feature subset selection, feature extraction, and also discretization of continuous features. Achievements are tremendous, but so are possibilities. We improve an existing technique of data cleansing and suggest a way of data condensing as the extension. We also touch on noise reduction. Instance similarity, excepting the class mix, prompts a technique of feature selection. Additionally, we consider multivariate discretization, enabling a compact data representation without the size change. We compare proposed methods with alternative techniques which we introduce new, implement or use available.
Analysis and methods in nonsmooth and nonconvex optimization
- Authors: Xu, Huifu
- Date: 1998
- Type: Text , Thesis , PhD
- Full Text:
- Description: "The purpose of this thesis is to propose, by a variety of techniques from nonsmooth and convex analysis, numerical methods for the solution of nonsmooth equations and nonconvex minimization problems arising in mathematical programming, economics, engineering, and sciences."
- Description: Doctor of Philosophy
- Authors: Xu, Huifu
- Date: 1998
- Type: Text , Thesis , PhD
- Full Text:
- Description: "The purpose of this thesis is to propose, by a variety of techniques from nonsmooth and convex analysis, numerical methods for the solution of nonsmooth equations and nonconvex minimization problems arising in mathematical programming, economics, engineering, and sciences."
- Description: Doctor of Philosophy
Classification of HTML Documents
- Xie, Wei
- Authors: Xie, Wei
- Date: 2006
- Type: Text , Thesis , PhD
- Full Text:
- Description: Text Classification is the task of mapping a document into one or more classes based on the presence or absence of words (or features) in the document. It is intensively being studied and different classification techniques and algorithms have been developed. This thesis focuses on classification of online documents that has become more critical with the development of World Wide Web. The WWW vastly increases the availability of on-line documents in digital format and has highlighted the need to classify them. From this background, we have noted the emergence of “automatic Web Classification”. These mainly concentrate on classifying HTML-like documents into classes or categories by not only using the methods that are inherited from the traditional Text Classification process, but also utilizing the extra information provided only by Web pages. Our work is based on the fact that, Web documents, contain not only ordinary features (words) but also extra information, such as meta-data and hyperlinks that can be used to advantage the classification process. The aim of this research is to study various ways of using the extra information, in particularly, hyperlink information provided by HTML-documents (Web pages). The merit of the approach, developed in this thesis, is its simplicity, compared with existing approaches. We present different approaches of using hyperlink information to improve the effectiveness of web classification. Unlike other work in this area, we will only use the mappings between linked documents and their own class or classes. In this case, we only need to add a few features called linked-class features into the datasets, and then apply classifiers on them for classification. In the numerical experiments we adopted two wellknown Text Classification algorithms, Support Vector Machines and BoosTexter. The results obtained show that classification accuracy can be improved by using mixtures of ordinary and linked-class features. Moreover, out-links usually work better than in-links in classification. We also analyse and discuss the reasons behind this improvement.
- Description: Master of Computing
- Authors: Xie, Wei
- Date: 2006
- Type: Text , Thesis , PhD
- Full Text:
- Description: Text Classification is the task of mapping a document into one or more classes based on the presence or absence of words (or features) in the document. It is intensively being studied and different classification techniques and algorithms have been developed. This thesis focuses on classification of online documents that has become more critical with the development of World Wide Web. The WWW vastly increases the availability of on-line documents in digital format and has highlighted the need to classify them. From this background, we have noted the emergence of “automatic Web Classification”. These mainly concentrate on classifying HTML-like documents into classes or categories by not only using the methods that are inherited from the traditional Text Classification process, but also utilizing the extra information provided only by Web pages. Our work is based on the fact that, Web documents, contain not only ordinary features (words) but also extra information, such as meta-data and hyperlinks that can be used to advantage the classification process. The aim of this research is to study various ways of using the extra information, in particularly, hyperlink information provided by HTML-documents (Web pages). The merit of the approach, developed in this thesis, is its simplicity, compared with existing approaches. We present different approaches of using hyperlink information to improve the effectiveness of web classification. Unlike other work in this area, we will only use the mappings between linked documents and their own class or classes. In this case, we only need to add a few features called linked-class features into the datasets, and then apply classifiers on them for classification. In the numerical experiments we adopted two wellknown Text Classification algorithms, Support Vector Machines and BoosTexter. The results obtained show that classification accuracy can be improved by using mixtures of ordinary and linked-class features. Moreover, out-links usually work better than in-links in classification. We also analyse and discuss the reasons behind this improvement.
- Description: Master of Computing