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001			647733
005			20231030040813.0
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090			_a647733
100			_a20160421a2015 k y0engy50 ba
101	0		_aeng
105			_ay z 100zy
135			_adrcn ---uucaa
181		0	_ai
182		0	_ab
200	1		_aA Texture Fuzzy Classifier Based on the Training Set Clustering by a Self-Organizing Neural Network _fS. V. Aksenov, K. A. Kostin, D. N. Laykom
203			_aText _celectronic
300			_aTitle screen
320			_a[References: 21 tit.]
330			_aThe paper presents a fuzzy approach to the texture classification. According to the classifier the texture class is represented as a set of clusters in N-dimensional feature space that allows generating a cluster or clusters with an arbitrary shape and precisely reflecting any group of the vectors connected with the class. For each texture class it configures the self-organizing features map and estimates a degree of the overlap of the neighboring classes. Upon matching the maps each of them creates a set of fuzzy rules reflecting the feature value statistical distribution in its clusters. Advantages of the system are simplicity of the structure generation, functioning and performance. The suggested classification technique is universal and can be used not only as a texture analyzer but independently for many other real-world classification tasks.
333			_aРежим доступа: по договору с организацией-держателем ресурса
461			_tCommunications in Computer and Information Science
463			_tVol. 542 : Analysis of Images, Social Networks and Texts _o4th International Conference, AIST 2015, Yekaterinburg, Russia, April 9–11, 2015, Revised Selected Papers _oproceedings _v[P. 187-195] _d2015
610	1		_aэлектронный ресурс
610	1		_aтруды учёных ТПУ
610	1		_aсамоорганизующиеся карты
700		1	_aAksenov _bS. V. _cSpecialist in the field of informatics and computer technology _cAssociate Professor of Tomsk Polytechnic University, Candidate of technical sciences _f1983- _gSergey Vladimirovich _2stltpush _3(RuTPU)RU\TPU\pers\31378
701		1	_aKostin _bK. A. _cspecialist in the field of Informatics and computer engineering _cengineer at Tomsk Polytechnic University _f1992- _gKirill Aleksandrovich _2stltpush _3(RuTPU)RU\TPU\pers\36590
701		1	_aLaykom _bD. N. _cspecialist in the field of informatics and computer technology _cEngineer of Tomsk Polytechnic University _f1990- _gDmitriy Nikolaevich _2stltpush _3(RuTPU)RU\TPU\pers\33832
712	0	2	_aНациональный исследовательский Томский политехнический университет (ТПУ) _bИнститут кибернетики (ИК) _bКафедра прикладной математики (ПМ) _h130 _2stltpush _3(RuTPU)RU\TPU\col\18700
801		2	_aRU _b63413507 _c20211015 _gRCR
856	4		_uhttp://dx.doi.org/10.1007/978-3-319-26123-2_18
942			_cCF