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Case-Based Approximate Reasoning

Name: Case-Based Approximate Reasoning
Brand: Springer-Verlag New York Inc.
SKU: 05256276
Price: 171.37 EUR
Availability: InStock
Author: Eyke Hüllermeier
ISBN: 9781402056949

Eyke Hüllermeier

Language

English

Book Hardback

Libristo code: 05256276

Publishers Springer-Verlag New York Inc., January 2007

Case-based reasoning (CBR) has received a great deal of attention in recent years and has establishe... Full description

Libristo code: 05256276

417 b

171.37 €

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Case-based reasoning (CBR) has received a great deal of attention in recent years and has established itself as a core methodology in the field of artificial intelligence. The key idea of CBR is to tackle new problems by referring to similar problems that have already been solved in the past. More precisely, CBR proceeds from individual experiences in the form of cases. The generalization beyond these experiences typically relies on a kind of regularity assumption demanding that 'similar problems have similar solutions'.§Making use of different frameworks of approximate reasoning and reasoning under uncertainty, notably probabilistic and fuzzy set-based techniques, this book develops formal models of the above inference principle, which is fundamental to CBR. The case-based approximate reasoning methods thus obtained especially emphasize the heuristic nature of case-based inference and aspects of uncertainty in CBR. This way, the book contributes to a solid foundation of CBR which is grounded on formal concepts and techniques from the aforementioned fields. Besides, it establishes interesting relationships between CBR and approximate reasoning, which not only cast new light on existing methods but also enhance the development of novel approaches and hybrid systems.§This books is suitable for researchers and practioners in the fields of artifical intelligence, knowledge engineering and knowledge-based systems.