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Synopsis: Comprehensive introduction to the neural network models currently under intensive study for computational applications. It also provides coverage of neural network applications in a variety of problems of both theoretical and practical interest.
Review: This book comprehensively discusses the neural network models from a statistical mechanics perspective. It starts with one of the most influential developments in the theory of neural networks: Hopfield's analysis of networks with symmetric connections using the spin system approach and using the notion of an energy function from physics. Introduction to the Theory of Neural Computation uses these powerful tools to analyze neural networks as associative memory stores and solvers of optimization problems. A detailed analysis of multi-layer networks and recurrent networks follow. The book ends with chapters on unsupervised learning and a formal treatment of the relationship between statistical mechanics and neural networks. Little information is provided about applications and implementations, and the treatment of the material reflects the background of the authors as physicists. However the book is essential for a solid understanding of the computational potential of neural networks. Introduction to the Theory of Neural Computation assumes that the reader is familiar with undergraduate level mathematics, but does not have any background in physics. All of the necessary tools are introduced in the book.
Title: Introduction To The Theory Of Neural ...
Publisher: Westview Press
Publication Date: 1991
Book Condition: New
Edition: First Paperback Edition.
Book Description Addison-Wesley publ. comp.;, 1991. Broschiert. Condition: Gut. 327 Seiten; Das hier angebotene Buch stammt aus einer teilaufgelösten wissenschaftlichen Bibliothek und trägt die entsprechenden Kennzeichnungen (Rückenschild, Instituts-Stempel.); Schnitt und Einband sind etwas staubschmutzig; der Buchzustand ist ansonsten ordentlich und dem Alter entsprechend gut. Text in ENGLISCHER Sprache! Sprache: Englisch Gewicht in Gramm: 560. Seller Inventory # 1527548
Book Description CRC Press, 1991. Paperback. Condition: Good. Connecting readers with great books since 1972. Used books may not include companion materials, some shelf wear, may contain highlighting/notes, may not include cdrom or access codes. Customer service is our top priority!. Seller Inventory # S_217779079
Book Description CRC Press. Paperback. Condition: Very Good. A copy that has been read, but remains in excellent condition. Pages are intact and are not marred by notes or highlighting, but may contain a neat previous owner name. The spine remains undamaged. At ThriftBooks, our motto is: Read More, Spend Less. Seller Inventory # G0201515601I4N00
Book Description CRC Press, 1991. Paperback. Condition: Good. Item may show signs of shelf wear. Pages may include limited notes and highlighting. Includes supplemental or companion materials if applicable. Access codes may or may not work. Connecting readers since 1972. Customer service is our top priority. Seller Inventory # mon0001074839
Book Description Westview Press, 1991. Paperback. Condition: Good. Good condition with reasonable wear. May include limited notes and/or highlighting. SHIPS WITHIN 24 HOURS! Tracking Provided. DHL processing & USPS delivery for an average of 3-5 Day Standard & 2-3 Day Expedited! FREE INSURANCE! Fast & Personal Support! Careful Packaging. No Hassle, Full Refund Return Policy!. Seller Inventory # mon0000820247
Book Description CRC Press. PAPERBACK. Condition: Good. 0201515601 Item in good condition. Textbooks may not include supplemental items i.e. CDs, access codes etc. Seller Inventory # Z0201515601Z3
Book Description CRC Press. PAPERBACK. Condition: Fine. 0201515601 Clean and Unmarked Copy. Seller Inventory # TRD000147827
Book Description CRC Press, 1991. Condition: Good. A+ Customer service! Satisfaction Guaranteed! Book is in Used-Good condition. Pages and cover are clean and intact. Used items may not include supplementary materials such as CDs or access codes. May show signs of minor shelf wear and contain limited notes and highlighting. Seller Inventory # 0201515601-2-4
Book Description Addison-Wesley Publishing Company, Redwood City, CA, 1991. Soft cover. Condition: Very Good. No Jacket. Book is gently used with only minor wear. Tightly bound copy with clean interior having no markings, writing, underlining, or highlighting in margins or text block. Inv. # 6278. Seller Inventory # 006278
Book Description Westview Press, 1991. Paperback. Condition: Used: Good. Seller Inventory # SONG0201515601