Preference Learning

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, Database Management, General Computing
Cover of the book Preference Learning by , Springer Berlin Heidelberg
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: ISBN: 9783642141256
Publisher: Springer Berlin Heidelberg Publication: November 19, 2010
Imprint: Springer Language: English
Author:
ISBN: 9783642141256
Publisher: Springer Berlin Heidelberg
Publication: November 19, 2010
Imprint: Springer
Language: English

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 previous years. It involves learning from observations that reveal information about the preferences of an individual or a class of individuals. 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. And, generalizing beyond training data, models thus learned may be used for preference prediction. 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 first half of the book is organized into parts on label ranking, instance ranking, and object ranking; while the second half is organized into parts on applications of preference learning in multiattribute domains, information retrieval, and recommender systems. 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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 previous years. It involves learning from observations that reveal information about the preferences of an individual or a class of individuals. 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. And, generalizing beyond training data, models thus learned may be used for preference prediction. 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 first half of the book is organized into parts on label ranking, instance ranking, and object ranking; while the second half is organized into parts on applications of preference learning in multiattribute domains, information retrieval, and recommender systems. 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.

More books from Springer Berlin Heidelberg

Cover of the book Zeit- und Selbstmanagement by
Cover of the book The Mesencephalic Trigeminal Nucleus in the Cat by
Cover of the book Statistische Thermodynamik by
Cover of the book Computational Methods in Economic Dynamics by
Cover of the book Acute Care by
Cover of the book Privacy Online by
Cover of the book Behavioral Neurobiology of Bipolar Disorder and its Treatment by
Cover of the book Lava Flows and Domes by
Cover of the book Klinefelter’s Syndrome by
Cover of the book Die Einwilligung in die medizinische Behandlung Minderjähriger by
Cover of the book Hormonal Disorders in Gynecology by
Cover of the book The Comprehensive Classification of Fractures of Long Bones by
Cover of the book Transformationale Führung by
Cover of the book International Neurolaw by
Cover of the book Johan Galtung by
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy