000			02928nam a22003495i 4500
001			103038
003			DE-He213
005			20240111050144.0
007			cr nn 008mamaa
008			180207s2018 gw | s |||| 0|eng d
020			_a9783319737737
024	7		_a10.1007/978-3-319-73773-7 _2doi
040			_aES-MaUEC _bspa
050			_aQA76.87 2018 EB
100	1		_aAmezcua, Jonathan _eautor _4aut _4http://id.loc.gov/vocabulary/relators/aut
245	1	0	_aNew Classification Method Based on Modular Neural Networks with the LVQ Algorithm and Type-2 Fuzzy Logic _cby Jonathan Amezcua, Patricia Melin, Oscar Castillo.
264		1	_aCham _bSpringer International Publishing _c2018
300			_a1 recurso en línea (VIII, 73 páginas 22 ilustraciones, 12 ilustraciones a color)
347			_atext file _bPDF
490	0		_aSpringerBriefs in Computational Intelligence _x2625-3704
520	3		_aIn this book a new model for data classification was developed. This new model is based on the competitive neural network Learning Vector Quantization (LVQ) and type-2 fuzzy logic.  This computational model consists of the hybridization of the aforementioned techniques, using a fuzzy logic system within the competitive layer of the LVQ network to determine the shortest distance between a centroid and an input vector. This new model is based on a modular LVQ architecture to further improve its performance on complex classification problems. It also implements a data-similarity process for preprocessing the datasets, in order to build dynamic architectures, having the classes with the highest degree of similarity in different modules. Some architectures were developed in order to work mainly with two datasets, an arrhythmia dataset (using ECG signals) for classifying 15 different types of arrhythmias, and a satellite images segments dataset used for classifying six different types of soil. Both datasets show interesting features that makes them interesting for testing new classification methods.  .
650		7	_aInteligencia artificial _2embne _9413115
650		7	_aRedes neuronales artificiales _2embne _9678664
700	1		_aMelin, Patricia _d1962- _eautor _4aut _4http://id.loc.gov/vocabulary/relators/aut _1http://viaf.org/viaf/85213429/ _997926
700	1		_aCastillo, Oscar _eautor _4aut _4http://id.loc.gov/vocabulary/relators/aut _0http://id.loc.gov/authorities/names/n79011941 _1http://viaf.org/viaf/120712882/ _1http://dbpedia.org/resource/Pali_Blues_(PDL)__Oscar_Castillo__1 _937054
776	0	8	_iEdición impresa: _z9783319737720
776	0	8	_iEdición impresa: _z9783319737744
856	4	0	_uhttps://go.openathens.net/redirector/universidadeuropea.es?url=https://doi.org/10.1007/978-3-319-73773-7 _zAcceso a este recurso digital (usuarios Universidad Europea de Madrid)
490	0		_aEngineering (Springer-11647)
988			_aEBSPRINGER_2018
998			_b03/2019 _dz _ek _feng _ggw _h0
999			_c103038 _d103038 _x1