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Applying Case-Based Reasoning: Techniques for Enterprise Systems: The Morgan Kaufmann Series in Artificial Intelligence

Autor Ian Watson
en Limba Engleză Paperback – 16 sep 1997
Case-based reasoning (CBR) is an intelligent-systems method that enables information managers to increase efficiency and reduce cost by substantially automating processes such as diagnosis, scheduling and design. A case-based reasoner works by matching new problems to "cases" from a historical database and then adapting successful solutions from the past to current situations. Organizations as diverse as IBM, VISA International, Volkswagen, British Airways, and NASA have already made use of CBR in applications such as customer support, quality assurance, aircraft maintenance, process planning, and decision support, and many more applications are easily imaginable. It is relatively simple to add CBR components to existing information systems, as this book demonstrates. The author explains the principles of CBR by describing its origins and contrasting it with familiar information disciplines such as traditional data processing, logic programming, rule-based expert systems, and object-oriented programming. Through case studies and step-by-step examples, he goes on to show how to design and implement a reliable, robust CBR system in a real-world environment. Additional resources are provided in a survey of commercially available CBR tools, a comprehensive bibliography, and a listing of companies providing CBR software and services.
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Specificații

ISBN-13: 9781558604629
ISBN-10: 1558604626
Pagini: 290
Dimensiuni: 188 x 246 x 15 mm
Greutate: 0.56 kg
Editura: ELSEVIER SCIENCE
Seria The Morgan Kaufmann Series in Artificial Intelligence


Cuprins

Chapter 1: What Is Case-Based Reasoning?Chapter 2: Understanding CBRChapter 3: The Application of CBRChapter 4: Industrial Applications of CBRChapter 5: CBR and Customer ServiceChapter 6: CBR Software ToolsChapter 7: Building a Diagnostic Case-BaseChapter 8: Building, Testing, and Maintaining Case-BasesChapter 9: ConclusionChapter 10: Bibliography