Pattern Recognition Algorithms for Data Mining
Scalability, Knowledge Discovery and Soft Granular Computing
1st Edition
Published on 27. May 2004
Book
Hardback
274 pages
978-1-58488-457-6 (ISBN)
Description
Pattern Recognition Algorithms for Data Mining 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. This volume presents various theories, methodologies, and algorithms, using both classical approaches and hybrid paradigms. The authors emphasize large datasets with overlapping, intractable, or nonlinear boundary classes, and datasets that demonstrate granular computing in soft frameworks.
Organized into eight chapters, the book begins with an introduction to PR, data mining, and knowledge discovery concepts. The authors analyze the tasks of multi-scale data condensation and dimensionality reduction, then explore the problem of learning with support vector machine (SVM). They conclude by highlighting the significance of granular computing for different mining tasks in a soft paradigm.
Organized into eight chapters, the book begins with an introduction to PR, data mining, and knowledge discovery concepts. The authors analyze the tasks of multi-scale data condensation and dimensionality reduction, then explore the problem of learning with support vector machine (SVM). They conclude by highlighting the significance of granular computing for different mining tasks in a soft paradigm.
Reviews / Votes
"Pattern Recognition Algorithms in Data Mining is a book that commands admiration. Its authors, Professors S.K. Pal and P. Mitra are foremost authorities in pattern recognition, data mining, and related fields. Within its covers, the reader finds an exceptionally well-organized exposition of every concept and every method that is of relevance to the theme of the book. There is much that is original and much that cannot be found in the literature. The authors and the publisher deserve our thanks and congratulations for producing a definitive work that contributes so much and in so many important ways to the advancement of both the theory and practice of recognition technology, data mining, and related fields. The magnum opus of Professors Pal and Mitra is must-reading for anyone who is interested in the conception, design, and utilization of intelligent systems."- from the Foreword by Lotfi A. Zadeh, University of California, Berkeley, USA
"The book presents an unbeatable combination of theory and practice and provides a comprehensive view of methods and tools in modern KDD. The authors deserve the highest appreciation for this excellent monograph."
- from the Foreword by Zdzislaw Pawlak, Polish Academy of Sciences, Warsaw
" This volume provides a very useful, thorough exposition of the many facets of this application from several perspectives. ... I congratulate the authors of this volume and I am pleased to recommend it as a valuable addition to the books in this field."
- from the Forword by Laveen N. Kanal, University of Maryland, College Park, USA.
More details
Series
Language
English
Place of publication
Oxford
United States
Publishing group
Taylor & Francis Inc
Target group
College/higher education
Professional
Illustrations
54 s/w Abbildungen, 35 s/w Tabellen
35 Tables, black and white; 54 Illustrations, black and white
Dimensions
Height: 240 mm
Width: 161 mm
Thickness: 19 mm
Weight
581 gr
ISBN-13
978-1-58488-457-6 (9781584884576)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions
Sankar K. Pal | Pabitra Mitra
Pattern Recognition Algorithms for Data Mining
Scalability, Knowledge Discovery and Soft Granular Computing
Book
09/2019
1st Edition
Chapman & Hall/CRC
€93.60
Shipment within 15-20 days
Sankar K. Pal | Pabitra Mitra
Pattern Recognition Algorithms for Data Mining
E-Book
05/2004
Chapman and Hall
€86.99
Available for download
Sankar K. Pal | Pabitra Mitra
Pattern Recognition Algorithms for Data Mining
E-Book
05/2004
1st Edition
Chapman and Hall
€86.99
Available for download
Persons
Pal, Sankar K.; Mitra, Pabitra
Content
Introduction. Multiscale data condensation. Unsupervised feature selection. Active learning using support vector machine. Rough-fuzzy case generation. Rough-fuzzy clustering. Rough self-organizing map. Classification, rule generation and evaluation using modular rough-fuzzy MLP. Appendices.