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Neural networks : a comprehensive foundation / Simon Haykin

By: Material type: TextTextPublication details: New Delhi : Prentice Hall, 2005Edition: 2nd edDescription: 842 p. : ill. ; 23 cmISBN:
  • 8178083000
Subject(s): DDC classification:
  • 006.32 HAN
Contents:
Introduction
Learning process
Single Layer Perceptrons
Multilayer Perceptrons
Radial-Basis Function Networks
Generalized Radial-Basis Function Networks
Support Vector Machines for Nonlinear Regression
Committee Machines
Computer Experiment
Principal Components Analysis
Self-Organizing Maps
Information-Theoretic Models
Stochastic Machines And Their Approximates Rooted In Statistical Mechanics
Neurodynamic Programming
Temporal Processing Using Feedforward Networks
Neurodynamics
Dynamically Driven Recurrent Networks
Item type: Books
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Holdings
Item type Current library Collection Shelving location Call number Copy number Status Date due Barcode
Books Books KU Central Library Rack No. : 09 Shelve No. : A-01 General Stack (Issuable Books) 006.32 HAN 2005 (Browse shelf(Opens below)) C-3 (I) Available 54935
Books Books KU Central Library Rack No. : 30 Shelve No. : A-05 Reference Section (Non-Issuable Books) 006.32 HAN 2005 (Browse shelf(Opens below)) C-1 (NI) Checked out 02/02/2025 28109
Books Books KU Central Library Rack No. : 102 Shelve No. : A-02 Reference Section (Non-Issuable Books) 006.32 HAN 2005 (Browse shelf(Opens below)) C-2 (NI) Not For Loan 54533

Includes index and Bibliography.

Introduction

Learning process

Single Layer Perceptrons

Multilayer Perceptrons

Radial-Basis Function Networks

Generalized Radial-Basis Function Networks

Support Vector Machines for Nonlinear Regression

Committee Machines

Computer Experiment

Principal Components Analysis

Self-Organizing Maps

Information-Theoretic Models

Stochastic Machines And Their Approximates Rooted In Statistical Mechanics

Neurodynamic Programming

Temporal Processing Using Feedforward Networks

Neurodynamics

Dynamically Driven Recurrent Networks

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