- Title
- CR-Modified SOM to the problem of handwritten digits recognition
- Creator
- Mohebi, Ehsan; Bagirov, Adil
- Date
- 2014
- Type
- Text; Conference proceedings
- Identifier
- http://researchonline.federation.edu.au/vital/access/HandleResolver/1959.17/155407
- Identifier
- vital:11276
- Identifier
-
https://doi.org/10.1007/978-3-319-12069-0_17
- Identifier
- ISBN:978-3-31912069-0
- Abstract
- Recently, researchers show that the handwritten digit recognition is a challenging problem. In this paper first, we introduce a Modified Self Organizing Maps for vector quantization problem then we present a Convolutional Recursive ModifiedSOMto the problem of handwritten digit recognition. TheModifiedSOMis novel in the sense of initialization process and the topology preservation. The experimental result on the well known digit database of MNIST, denotes the superiority of the proposed algorithm over the existing SOM-based methods.
- Publisher
- Springer
- Relation
- 34th SGAI International Conference on Innovative Techniques and Applications of Artcificial Intelligence; Cambridge, England; 9th-11th December 2014; published in Research and Development in Intelligent Systems XXXI (Incorporating Applications and Innovations in Intelligent Systems XXII) p. 225-238
- Rights
- Copyright © Springer International Publishing Switzerland 2014
- Rights
- This metadata is freely available under a CCO license
- Subject
- Handwritten digits recognition; Modified self organizing maps (modified SOM); Convolutional recursive modified SOM (CR-modified SOM); Vector quantization process
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