Pattern recognition algorithms for data mining scalability knowledge discovery and soft granular computing 1st Edition by Sankar Pal, Pabitra Mitra 0367394243 9780367394240

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ISBN 10: 0367394243

ISBN 13: 9780367394240

Author: Sankar K. Pal, Pabitra Mitra

This valuable text addresses different pattern recognition (PR) tasks in a unified framework with both theoretical and experimental results. Tasks covered include data condensation, feature selection, case generation, clustering/classification, and rule generation and evaluation. Organized into eight chapters, the book begins by introducing PR, data mining, and knowledge discovery concepts. The authors proceed to analyze the tasks of multi-scale data condensation and dimensionality reduction. Then they explore the problem of learning with support vector machine (SVM), and conclude by highlighting the significance of granular computing for different mining tasks in a soft paradigm.

Pattern recognition algorithms for data mining scalability knowledge discovery and soft granular computing 1st Table of contents:

Chapter 1: Introduction

Chapter 2: Multiscale Data Condensation

Chapter 3: Unsupervised Feature Selection

Chapter 4: Active Learning Using Support Vector Machine

Chapter 5: Rough-fuzzy Case Generation

Chapter 6: Rough-fuzzy Clustering

Chapter 7: Rough Self-Organizing Map

Chapter 8: Classification, Rule Generation and Evaluation using Modular Rough-fuzzy MLP

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