000 03749nam a22005415i 4500
001 978-3-031-01556-4
003 DE-He213
005 20240730164209.0
007 cr nn 008mamaa
008 220601s2011 sz | s |||| 0|eng d
020 _a9783031015564
_9978-3-031-01556-4
024 7 _a10.1007/978-3-031-01556-4
_2doi
050 4 _aQ334-342
050 4 _aTA347.A78
072 7 _aUYQ
_2bicssc
072 7 _aCOM004000
_2bisacsh
072 7 _aUYQ
_2thema
082 0 4 _a006.3
_223
100 1 _aRossi, Francesca.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_982822
245 1 2 _aA Short Introduction to Preferences
_h[electronic resource] :
_bBetween AI and Social Choice /
_cby Francesca Rossi, Kristen Brent Venable, Toby Walsh.
250 _a1st ed. 2011.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2011.
300 _aX, 90 p.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aSynthesis Lectures on Artificial Intelligence and Machine Learning,
_x1939-4616
505 0 _aIntroduction -- Preference Modeling and Reasoning -- Uncertainty in Preference Reasoning -- Aggregating Preferences -- Stable Marriage Problems.
520 _aComputational social choice is an expanding field that merges classical topics like economics and voting theory with more modern topics like artificial intelligence, multiagent systems, and computational complexity. This book provides a concise introduction to the main research lines in this field, covering aspects such as preference modelling, uncertainty reasoning, social choice, stable matching, and computational aspects of preference aggregation and manipulation. The book is centered around the notion of preference reasoning, both in the single-agent and the multi-agent setting. It presents the main approaches to modeling and reasoning with preferences, with particular attention to two popular and powerful formalisms, soft constraints and CP-nets. The authors consider preference elicitation and various forms of uncertainty in soft constraints. They review the most relevant results in voting, with special attention to computational social choice. Finally, the book considers preferences in matching problems. The book is intended for students and researchers who may be interested in an introduction to preference reasoning and multi-agent preference aggregation, and who want to know the basic notions and results in computational social choice. Table of Contents: Introduction / Preference Modeling and Reasoning / Uncertainty in Preference Reasoning / Aggregating Preferences / Stable Marriage Problems.
650 0 _aArtificial intelligence.
_93407
650 0 _aMachine learning.
_91831
650 0 _aNeural networks (Computer science) .
_982823
650 1 4 _aArtificial Intelligence.
_93407
650 2 4 _aMachine Learning.
_91831
650 2 4 _aMathematical Models of Cognitive Processes and Neural Networks.
_932913
700 1 _aVenable, Kristen Brent.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_982825
700 1 _aWalsh, Toby.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_982826
710 2 _aSpringerLink (Online service)
_982827
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031004285
776 0 8 _iPrinted edition:
_z9783031026843
830 0 _aSynthesis Lectures on Artificial Intelligence and Machine Learning,
_x1939-4616
_982829
856 4 0 _uhttps://doi.org/10.1007/978-3-031-01556-4
912 _aZDB-2-SXSC
942 _cEBK
999 _c85410
_d85410