Preference Learning

Name: Preference Learning
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783642141249
Price: 159.67 EUR
Availability: InStock

Autor: Johannes Fürnkranz, Eyke Hüllermeier

Jazyk:

Väzba: Pevná

Vydavateľ: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

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159.67 €

The topic of preferences is a new branch of machine learning and data mining, and it has attracted c...

Informácie o knihe

Autor

Johannes Fürnkranz, Eyke Hüllermeier

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2010

Stránok

466

EAN

9783642141249

ISBN

3642141242

Enbook ID

01656164

Vydavateľ

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Hmotnosť

1020

Rozmery

163 x 239 x 22

Kompletný popis

The topic of preferences is a new branch of machine learning and data mining, and it has attracted considerable attention in artificial intelligence research in recent years. Representing and processing knowledge in terms of preferences is appealing as it allows one to specify desires in a declarative way, to combine qualitative and quantitative modes of reasoning, and to deal with inconsistencies and exceptions in a flexible manner. Preference learning is concerned with the acquisition of preference models from data it involves learning from observations that reveal information about the preferences of an individual or a class of individuals, and building models that generalize beyond such training data.§This is the first book dedicated to this topic, and the treatment is comprehensive. The editors first offer a thorough introduction, including a systematic categorization according to learning task and learning technique, along with a unified notation. The remainder of the book is organized into parts that follow the developed framework, complementing survey articles with in-depth treatises of current research topics in this area.§The book will be of interest to researchers and practitioners in artificial intelligence, in particular machine learning and data mining, and in fields such as multicriteria decision-making and operations research.

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