Pattern Recognition Algorithms for Data Mining

INTRODUCTION Introduction Pattern Recognition in Brief Knowledge Discovery in Databases (KDD) Data Mining Different Perspectives of Data Mining Scaling Pattern Recognition Algorithms to Large Data Sets Significance of Soft Computing in KDD Scope of the Book MULTISCALE DATA CONDENSATION Introduction Data Condensation Algorithms Multiscale Representation of Data Nearest Neighbor Density Estimate Multiscale Data Condensation Algorithm Experimental Results and Comparisons Summary UNSUPERVISED FEATURE SELECTION Introduction Feature Extraction Feature Selection Feature Selection Using Feature Similarity (FSFS) Feature Evaluation Indices Experimental Results and Comparisons Summary ACTIVE LEARNING USING SUPPORT VECTOR MACHINE Introduction Support Vector Machine Incremental Support Vector Learning with Multiple Points Statistical Query Model of Learning Learning Support Vectors with Statistical Queries Experimental Results and Comparison Summary ROUGH-FUZZY CASE GENERATION Introduction Soft Granular Computing Rough Sets Linguistic Representation of Patterns and Fuzzy Granulation Rough-fuzzy Case Generation Methodology Experimental Results and Comparison Summary ROUGH-FUZZY CLUSTERING Introduction Clustering Methodologies Algorithms for Clustering Large Data Sets CEMMiSTRI: Clustering using EM, Minimal Spanning Tree and Rough-fuzzy Initialization Experimental Results and Comparison Multispectral Image Segmentation Summary ROUGH SELF-ORGANIZING MAP Introduction Self-Organizing Maps (SOM) Incorporation of Rough Sets in SOM (RSOM) Rule Generation and Evaluation Experimental Results and Comparison Summary CLASSIFICATION, RULE GENERATION AND EVALUATION USING MODULAR ROUGH-FUZZY MLP Introduction Ensemble Classifiers Association Rules Classification Rules Rough-Fuzzy MLP Modular Evolution of Rough-Fuzzy MLP Rule Extraction and Quantitative Evaluation Experimental Results and Comparison Summary APPENDIX A: ROLE OF SOFT-COMPUTING TOOLS IN KDD Fuzzy Sets Neural Networks Neuro-Fuzzy Computing Genetic Algorithms Rough Sets Other Hybridizations APPENDIX B DATA SETS USED IN EXPERIMENTS