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Intelligent Decision Support Book

Intelligent Decision Support
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  • Intelligent Decision Support
  • Written by author Roman Sowinski
  • Published by Springer-Verlag New York, LLC, August 1992
  • Intelligent decision support is based on human knowledge related to a specific part of a real or abstract world. When the knowledge is gained by experience, it is induced from empirical data. The data structure, called an information system, is a record o
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Preface
Scope and goals of the book
Pt. IApplications of the rough sets approach to intelligent decision support
Ch. 1LERS-a system for learning from examples based on rough sets3
Ch. 2Rough sets in computer implementation of rule-based control of industrial processes19
Ch. 3Analysis of diagnostic symptoms in vibroacoustic diagnostics by means of the rough sets theory33
Ch. 4Knowledge-based process control using rough sets49
Ch. 5Acquisition of control algorithms from operation data61
Ch. 6Rough classification of HSV patients77
Ch. 7Surgical wound infection - conducive factors and their mutual dependencies95
Ch. 8Fuzzy inference system based on rough sets and its application to medical diagnosis111
Ch. 9Analysis of structure - activity relationships of quaternary ammonium compounds119
Ch. 10Rough sets-based study of voter preference in 1988 U.S.A. presidential election137
Ch. 11An application of rough set theory in the control of water conditions on a polder153
Ch. 12Use of "rough sets" method to draw premonitory factors for earthquakes by emphasing gas geochemistry: the case of a low seismic activity context, in Belgium165
Ch. 13Rough sets and some aspects of logic synthesis181
Pt. IIComparison with related methodologies
Ch. 1Putting rough sets and fuzzy sets together203
Ch. 2Applications of fuzzy-rough classifications to logics233
Ch. 3Comparison of the rough sets approach and probabilistic data analysis techniques on a common set of medical data251
Ch. 4Some experiments to compare rough sets theory and ordinal statistical methods267
Ch. 5Topological and fuzzy rough sets287
Ch. 6On convergence of rough sets305
Pt. IIIFurther developments
Ch. 1Maintenance of knowledge in dynamic information systems315
Ch. 2The discernibility matrices and functions in information systems331
Ch. 3Sensitivity of rough classification to changes in norms of attributes363
Ch. 4Discretization of condition attributes space373
Ch. 5Consequence relations and information systems391
Ch. 6Rough grammar for high performance management of processes on a distributed system401
Ch. 7Learning classification rules from database in the context of knowledge-acquisition and -representation419
Ch. 8'RoughDAS' and 'RoughClass' software implementations of the rough sets approach445
Appendix: Glossary of basic concepts457
Subject Index461


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