Case-Based Approximate Reasoning

Name: Case-Based Approximate Reasoning
Brand: Springer-Verlag New York Inc.
SKU: 9781402056949
Price: 722.38 PLN
Availability: InStock

Autor: Eyke Hüllermeier

Język:

Oprawa: Twarda

Wydawca: Springer-Verlag New York Inc.

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

Informacje o książce

Autor

Eyke Hüllermeier

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2007

strony

372

EAN

9781402056949

ISBN

140205694X

Enbook ID

05256276

Wydawca

Springer-Verlag New York Inc.

Waga

1590

Wymiary

155 x 235 x 27

Pełny opis

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.

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