Thriving Rough Sets

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Details

This special book is dedicated to the memory of Professor Zdzisaw Pawlak, the father of rough set theory, in order to commemorate both the 10th anniversary of his passing and 35 years of rough set theory. The book consists of 20 chapters distributed into four sections, which focus in turn on a historical review of Professor Zdzisaw Pawlak and rough set theory; a review of the theory of rough sets; the state of the art of rough set theory; and major developments in rough set based data mining approaches. Apart from Professor Pawlak's contributions to rough set theory, other areas he was interested in are also included. Moreover, recent theoretical studies and advances in applications are also presented. The book will offer a useful guide for researchers in Knowledge Engineering and Data Mining by suggesting new approaches to solving the problems they encounter.

Presents recent research on rough set theory Includes papers commemorating the contributions of Professor Zdzislaw Pawlak Describes essential applications of rough sets Includes supplementary material: sn.pub/extras

Inhalt
Part 1: Historical Review of Professor Zdzisaw Pawak and Rough Set.- The Born and Growing of Chinese Rough Set Community with Help of Professor Zdzisaw Pawak.- Zdzisaw Pawak as I Saw Him and Remember Him Now.- Recent Development of Rough Computing: A Scientometrics View.- Part 2: Review of Rough Set Research.- Rough Sets, Rough Mereology and Uncertainty.- Rough Sets in Machine Learning: A Review.- Application of Tolerance Rough Sets in Structured and Unstructured Text Categorization: A Survey.- Medical Diagnosis: Rough Set View.- Rough Set Analysis of Imprecise Classes.- Pawak's Many Valued Information System, Non-deterministic Information System, and a Proposal of New Topics on Information Incompleteness Toward the Actual Application.- Part 3: Rough Set Theory.- From Information Systems to Interactive Information Systems.- Back to the Beginnings: Pawak's Definitions of the Terms Information System and Rough Set.- Knowledge and Consequence in AC Semantics for General Rough Sets.- Measuring Soft Roughness of Soft Rough Sets Induced by Covering.- Rough search of vague knowledge.- Vagueness and Uncertainty: An F-Rough Set Perspective.- Directions of Use of the Pawak's Approach to Conflict Analysis.- Lattice Structure of Variable Precision Rough Sets.- Part 4: Rough Set Based Data Mining.- Mining for Actionable Knowledge in Tinnitus Datasets.- Rough-Granular Computing for Relational Data.- The Boosting and Bootstrap Ensembles for the Pair Classifier Based on the Dual Indiscernibility Matrix.

Weitere Informationen

  • Allgemeine Informationen
    • GTIN 09783319549651
    • Genre Technology Encyclopedias
    • Auflage 1st edition 2017
    • Editor Guoyin Wang, Andrzej Skowron, Lech Polkowski, Dominik L Zak, Yiyu Yao
    • Lesemotiv Verstehen
    • Anzahl Seiten 452
    • Herausgeber Springer International Publishing
    • Größe H241mm x B160mm x T30mm
    • Jahr 2017
    • EAN 9783319549651
    • Format Fester Einband
    • ISBN 3319549650
    • Veröffentlichung 05.05.2017
    • Titel Thriving Rough Sets
    • Untertitel 10th Anniversary - Honoring Professor Zdzisaw Pawlak's Life and Legacy & 35 Years of Rough Sets
    • Gewicht 840g
    • Sprache Englisch

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