{"product_id":"neural-network-algorithm-for-lda-gsvd-von-rolysent-paredes-ariel-sison-ruji-medina","title":"Neural Network Algorithm for LDA\/GSVD","description":"\u003cp\u003eThe capability of the classical Linear Discriminant Analysis based on Generalized Singular Value Decomposition (LDA\/GSVD) deteriorates when dealing with unlabeled datasets because LDA requires predefined inputs and targets. In addition, the LDA\/GSVD algorithm suffers from high computation cost due to its complex mathematical calculations and iterations. To address these problems, this study introduces Self-Organizing Map (SOM) as a new method in labeling datasets, and the development of an Artificial Neural Network-based algorithm to overcome the computational cost of LDA\/GSVD. The results show that using SOM and ANN are effective in solving the problems of the traditional LDA\/GSVD algorithm.\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783330347809\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783330347809","offer_id":39428244144221,"sku":"9783330347809","price":39.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/bf9d6a14-7060-4af6-ae0a-befd574c73a4.jpg?v=1773379163","url":"https:\/\/shop.autorenwelt.de\/products\/neural-network-algorithm-for-lda-gsvd-von-rolysent-paredes-ariel-sison-ruji-medina","provider":"Autorenwelt Shop","version":"1.0","type":"link"}