Autor: David G. Stork, Elad Yom–Tov
Wydawca: Wiley
Dostępność: 3-6 tygodni
Cena: 304,50 zł
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ISBN13: |
9780471429777 |
ISBN10: |
0471429775 |
Autor: |
David G. Stork, Elad Yom–Tov |
Oprawa: |
Paperback |
Rok Wydania: |
2004-04-20 |
Numer Wydania: |
2nd Edition |
Ilość stron: |
136 |
Wymiary: |
279x215 |
Tematy: |
TJ |
A complete MATLAB® toolbox to accompany Pattern Classification Second Edition
Pattern classification is a vital and growing field with applications in such areas as speech recognition, handwriting recognition, computer vision, image analysis, data mining, information retrieval, machine learning, and neural networks. Expanding on the MATLAB classification toolbox developed by Elad Yom–Tov at the Technion, Israel Institute of Technology, and tested by hundreds of students and practioners worldwide, Computer Manual in MATLAB to accompany Pattern Classification, Second Edition serves as both a companion to Pattern Classification, Second Edition, and as a professional software toolbox for researchers in pattern classification and signal processing.
Beginning with an introduction to programming in MATLAB suitable for readers with no such programming experience, this Manual and its accompanying software:Implement all the algorithms described in Pattern Classification, Second EditionImplement important recent algorithms not found in the textUse the same terminology as the textInclude representative data sets, including those from the computer exercises in the textInclude step–by–step worked examples, including some of the examples and figures in the textProvide self–annotated code so the user can easily navigate, understand, and modify the codeOffer privileged access to an associated Wiley ftp site for downloading all the software, corrections, and additions
Spis treści:
Preface.
Chapter 1. Introduction to MATLAB.
Basic Navigation and Interaction.
Scalars, Variables and Basic Arithmetic.
Relational and Logical Operators.
Lists, Vectors and Matrices.
Matrix Multiplication.
Vector and Matrix Norms.
Determinants, Inverses and Pseudoinverses.
Matrix Powers and Exponentials.
Eigenvalues and Eigenvectors.
Data Analysis
.
Clearing Variables and Functions.
Data Types.
Chapter 2. Programming in MATLAB.
Scripts.
Functions.
Flow Control.
User Input.
Debugging.
Data, and File Input and Output.
Strings.
Operations on Strings.
Chapter 3. Classification Toolbox.
Loading the Toolbox and Starting MATLAB.
Graphical User Interface.
Introductory Examples.
GUI Controls.
Creating Your Own Data Files.
Classifying Using the Text–based Interface.
Classifier Comparisons.
How to Add New Algorithms.
Adding a New Feature Selection Algorithm.
List of Functions.
Appendix: Program Descriptions.
References.
Index.
Nota biograficzna:
DAVID G. STORK, PhD, is Chief Scientist at Ricoh Innovations, Inc., and Consulting Professor of Electrical Engineering at Stanford University. A graduate of MIT and the University of Maryland, he is the founder and leader of the Open Mind Initiative and the coauthor, with Richard Duda and Peter Hart, of Pattern Classification, Second Edition, as well as four other books.
ELAD YOM–TOV, PhD, is a research scientist at IBM Research Lab in Haifa, working on the applications of machine learning to search technologies, bioinformatics, and hardware verification (among others). He is a graduate of Tel–Aviv University and the Technion.
Okładka tylna:
A complete MATLAB® toolbox to accompany Pattern Classification Second Edition
Pattern classification is a vital and growing field with applications in such areas as speech recognition, handwriting recognition, computer vision, image analysis, data mining, information retrieval, machine learning, and neural networks. Expanding on the MATLAB classification toolbox developed by Elad Yom–Tov at the Technion, Israel Institute of Technology, and tested by hundreds of students and practioners worldwide, Computer Manual in MATLAB to accompany Pattern Classification, Second Edition serves as both a
companion to Pattern Classification, Second Edition, and as a professional software toolbox for researchers in pattern classification and signal processing.
Beginning with an introduction to programming in MATLAB suitable for readers with no such programming experience, this Manual and its accompanying software:Implement all the algorithms described in Pattern Classification, Second EditionImplement important recent algorithms not found in the textUse the same terminology as the textInclude representative data sets, including those from the computer exercises in the textInclude step–by–step worked examples, including some of the examples and figures in the textProvide self–annotated code so the user can easily navigate, understand, and modify the codeOffer privileged access to an associated Wiley ftp site for downloading all the software, corrections, and additions
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