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Preference Learning - Eyke Hüllermeier, Johannes Fürnkranz
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ISBN: 9783642141249

by Fürnkranz, Johannes | Hardcover, Author: Frnkranz, Johannes. They are not actual photos of the physical item for sale and should not be relied upon as a basis for edition or condi… Altro …

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Preference Learning / Eyke Hüllermeier (u. a.) / Buch / HC runder Rücken kaschiert / ix / Englisch / 2010 / Springer Berlin / EAN 9783642141249 - Hüllermeier, Eyke
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Preference Learning / Eyke Hüllermeier (u. a.) / Buch / HC runder Rücken kaschiert / ix / Englisch / 2010 / Springer Berlin / EAN 9783642141249 - copertina rigida, flessible

2010, ISBN: 9783642141249

[ED: Gebunden], [PU: Springer Berlin], The topic of preferences is a new branch of machine learning and data mining, and it has attracted considerable attention in artificial intelligence… Altro …

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Preference Learning | Eyke Hüllermeier (u. a.) | Buch | HC runder Rücken kaschiert | ix | Englisch | 2010 | Springer Berlin | EAN 9783642141249 - Hüllermeier, Eyke
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Preference Learning | Eyke Hüllermeier (u. a.) | Buch | HC runder Rücken kaschiert | ix | Englisch | 2010 | Springer Berlin | EAN 9783642141249 - copertina rigida, flessible

2010

ISBN: 9783642141249

[ED: Gebunden], [PU: Springer Berlin], The topic of preferences is a new branch of machine learning and data mining, and it has attracted considerable attention in artificial intelligence… Altro …

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Preference Learning - copertina rigida, flessible

2010, ISBN: 9783642141249

Editor: Fürnkranz, Johannes, Editor: Hüllermeier, Eyke, Springer, Hardcover, Auflage: 2011, 475 Seiten, Publiziert: 2010-10-10T00:00:01Z, Produktgruppe: Book, Hersteller-Nr.: 76882, 0.96 … Altro …

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Preference Learning - copertina rigida, flessible

2010, ISBN: 9783642141249

Editor: Fürnkranz, Johannes, Editor: Hüllermeier, Eyke, Springer, Hardcover, Auflage: 2011, 475 Seiten, Publiziert: 2010-10-10T00:00:01Z, Produktgruppe: Book, Hersteller-Nr.: 76882, 0.96 … Altro …

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Dettagli del libro
Preference Learning

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.

Informazioni dettagliate del libro - Preference Learning


EAN (ISBN-13): 9783642141249
ISBN (ISBN-10): 3642141242
Copertina rigida
Copertina flessibile
Anno di pubblicazione: 2010
Editore: Springer
466 Pagine
Peso: 0,915 kg
Lingua: eng/Englisch

Libro nella banca dati dal 2009-04-13T04:35:17+02:00 (Zurich)
Pagina di dettaglio ultima modifica in 2024-01-22T14:19:20+01:00 (Zurich)
ISBN/EAN: 3642141242

ISBN - Stili di scrittura alternativi:
3-642-14124-2, 978-3-642-14124-9
Stili di scrittura alternativi e concetti di ricerca simili:
Autore del libro : hülle, hull, eyk, twain mark, hüller, hulle, johannes uhl, fürnkranz
Titolo del libro: preferences, ein yankee aus conneticut, préférence, preference


Dati dell'editore

Autore: Johannes Fürnkranz; Eyke Hüllermeier
Titolo: Preference Learning
Editore: Springer; Springer Berlin
466 Pagine
Anno di pubblicazione: 2010-10-10
Berlin; Heidelberg; DE
Stampato / Fatto in
Lingua: Inglese
171,19 € (DE)
175,99 € (AT)
189,00 CHF (CH)
POD
IX, 466 p.

BB; Hardcover, Softcover / Informatik, EDV/Informatik; Künstliche Intelligenz; Verstehen; Artificial intelligence; Data mining; Information retrieval; Instance ranking; Label ranking; Learning; Machine learning; Multicriteria decision-making; Object ranking; Operations research; Preference learning; Preference prediction; Reasoning; Recommender systems; Supevised learning; Artificial Intelligence; Data Mining and Knowledge Discovery; Data Mining; Wissensbasierte Systeme, Expertensysteme; BC

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.
This is the first book dedicated to this topic This topic has attracted considerable attention in artificial intelligence research in recent years A comprehensive treatment Includes supplementary material: sn.pub/extras

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9783642422300 Preference Learning (Herausgegeben:Fürnkranz, Johannes Hüllermeier, Eyke)


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