{"product_id":"9781852333737","title":"Communications and Control Engineering: With Applications to Neural Networks","description":"\u003ch1\u003eCommunications and Control Engineering: With Applications to Neural Networks\u003c\/h1\u003e \u003ch2\u003eVidyasagar, Mathukumalli\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cem\u003eLearning and Generalization\u003c\/em\u003e provides a formal mathematical theory addressing intuitive questions of the type: \u003c\/p\u003e\n\u003cp\u003e• How does a machine learn a concept on the basis of examples?\u003c\/p\u003e\n\u003cp\u003e• How can a neural network, after training, correctly predict the outcome of a previously unseen input?\u003c\/p\u003e\n\u003cp\u003e• How much training is required to achieve a given level of accuracy in the prediction?\u003c\/p\u003e\n\u003cp\u003e• How can one identify the dynamical behaviour of a nonlinear control system by observing its input-output behaviour over a finite time?\u003c\/p\u003e\n\u003cp\u003eThe second edition covers new areas including:\u003c\/p\u003e\n\u003cp\u003e• support vector machines;\u003c\/p\u003e\n\u003cp\u003e• fat-shattering dimensions and applications to neural network learning;\u003c\/p\u003e\n\u003cp\u003e• learning with dependent samples generated by a beta-mixing process;\u003c\/p\u003e\n\u003cp\u003e• connections between system identification and learning theory;\u003c\/p\u003e\n\u003cp\u003e• probabilistic solution of 'intractable problems' in robust control and matrix theory using randomized algorithms.\u003c\/p\u003e\n\u003cp\u003eIt also contains solutions to some of the open problems posed in the first edition, while adding new open problems. \u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2002-09-27\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9781852333737\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4471-3748-1\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 488\u003c\/p\u003e ","brand":"Springer London","offers":[{"title":"Default Title","offer_id":49937747378316,"sku":"9781852333737","price":179.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781852333737.jpg?v=1779041456","url":"https:\/\/lateknightbooks.com\/products\/9781852333737","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}