Mitra Basu,
Tin Kam Ho
Springer London
0e druk, 2010
9781849965576
Data Complexity in Pattern Recognition
Specificaties
Paperback, 300 blz.
|
Engels
Springer London |
0e druk, 2010
ISBN13: 9781849965576
Rubricering
Onderdeel van serie
Advanced Information and Knowledge Processing
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
Automatic pattern recognition has uses in science and engineering, social sciences and finance. This book examines data complexity and its role in shaping theory and techniques across many disciplines, probing strengths and deficiencies of current classification techniques, and the algorithms that drive them. The book offers guidance on choosing pattern recognition classification techniques, and helps the reader set expectations for classification performance.
Specificaties
ISBN13:9781849965576
Taal:Engels
Bindwijze:paperback
Aantal pagina's:300
Uitgever:Springer London
Druk:0
Hoofdrubriek:Automatisering algemeen, Computer en informatica
Inhoudsopgave
Theory and Methodology.- Measures of Geometrical Complexity in Classification Problems.- Object Representation, Sample Size, and Data Set Complexity.- Measures of Data and Classifier Complexity and the Training Sample Size.- Linear Separability in Descent Procedures for Linear Classifiers.- Data Complexity, Margin-Based Learning, and Popper’s Philosophy of Inductive Learning.- Data Complexity and Evolutionary Learning.- Classifier Domains of Competence in Data Complexity Space.- Data Complexity Issues in Grammatical Inference.- Applications.- Simple Statistics for Complex Feature Spaces.- Polynomial Time Complexity Graph Distance Computation for Web Content Mining.- Data Complexity in Clustering Analysis of Gene Microarray Expression Profiles.- Complexity of Magnetic Resonance Spectrum Classification.- Data Complexity in Tropical Cyclone Positioning and Classification.- Human-Computer Interaction for Complex Pattern Recognition Problems.- Complex Image Recognition and Web Security.