{"product_id":"supervised-learning-with-complex-valued-neural-networks-von-suresh-sundaram-narasimhan-sundararajan-ramasamy-savitha","title":"Supervised Learning with Complex-valued Neural Networks","description":"\n                                \n                \u003cp\u003eRecent advancements in the field of telecommunications, medical imaging and signal processing deal with signals that are inherently time varying, nonlinear and complex-valued. The time varying, nonlinear characteristics of these signals can be effectively analyzed using artificial neural networks.  Furthermore, to efficiently preserve the physical characteristics of these complex-valued signals, it is important to develop complex-valued neural networks and derive their learning algorithms to represent these signals at every step of the learning process. This monograph comprises a collection of new supervised learning algorithms along with novel architectures for complex-valued neural networks. The concepts of meta-cognition equipped with a self-regulated learning have been known to be the best human learning strategy. In this monograph, the principles of meta-cognition have been introduced for complex-valued neural networks in both the batch and sequential learning modes. For applications where the computation time of the training process is critical, a fast learning complex-valued neural network called as a fully complex-valued relaxation network along with its learning algorithm has been presented. The presence of orthogonal decision boundaries helps complex-valued neural networks to outperform real-valued networks in performing classification tasks. This aspect has been highlighted. The performances of various complex-valued neural networks are evaluated on a set of benchmark and real-world function approximation and real-valued classification problems.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783642426797\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783642294907\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783642426797","offer_id":39437818200157,"sku":"9783642426797","price":106.99,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9783642294907","offer_id":46800392257861,"sku":"9783642294907","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/09687ced-a2b5-47fc-995e-7ee3ffac8804.jpg?v=1774677488","url":"https:\/\/shop.autorenwelt.de\/products\/supervised-learning-with-complex-valued-neural-networks-von-suresh-sundaram-narasimhan-sundararajan-ramasamy-savitha","provider":"Autorenwelt Shop","version":"1.0","type":"link"}