Neural Network Learning: Theoretical Foundations
This important work describes recent theoretical advances in the study of artificial neural networks. It explores probabilistic models of supervised learning problems, and addresses the key statistical and computational questions. Chapters survey research on pattern classification with binary-output networks, including a discussion of the relevance of the Vapnik Chervonenkis dimension, and of estimates of the dimension for several neural network models. In addition, Anthony and Bartlett develop a model of classification by real-output networks, and demonstrate the usefulness of classification with a "large margin." The authors explain the role of scale-sensitive versions of the Vapnik Chervonenkis dimension in large margin classification, and in real prediction. Key chapters also discuss the computational complexity of neural network learning, describing a variety of hardness results, and outlining two efficient, constructive learning algorithms. The book is self-contained and...
More books by Martin Anthony, Peter L. Bartlett
Network Consultants Handbook is a resource to consultants and engineers to assess, audit, analyze, and evaluate any existing or future network environment. Resources include form templates to complete during a network audit, important device commands to aid in obtaining vital information, and ...
Stephen McQuerry, Inc. Cisco Systems. CCNA Self-Study : Introduction to Cisco Networking Technologies (INTRO) 640-821, 640-801 (CCNA Self-Study)
Cisco authorized self-study book for CCNA fundamentals Prepare for the CCNA INTRO exam 640-821 or CCNA exam 640-801 with a Cisco authorized self-study guide. You'll learn how to: Describe the basic components of a PC, the OSI model, and fundamental networking concepts and terminology Create ...
Novell certifies thousands of professionals worldwide to manage and support their IT products. Novell certifications involve real-world requirements and performance-based testing. The quality of Novell certified professionals set the Novell certification programs about the rest of the global ...
Erik Pace Birkholz, Brian Kenyon, Steven Andre. Security Sage's Guide to Hardening the Network Infrastructure
Security Sage's Guide to Hardening the Network Infrastructure will be the only publication that provides security and Information Technology (IT) professionals an in-depth and comprehensive view of network devices, protocols and architectures. It provides detailed guidance on real-world network ...