Francesca Rossi, Kristen Brent Venable, Toby Walsh A Short Introduction to Preferences: Between AI and Social Choice 9781608455867

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Автор: Francesca Rossi, Kristen Brent Venable, Toby Walsh
Название: A Short Introduction to Preferences: Between AI and Social Choice
ISBN: 9781608455867
Издательство: Mare Nostrum (Eurospan)
Классификация:

Искусственный интеллект

ISBN-10: 1608455866
Обложка/Формат: Paperback
Страницы: 102
Вес: 0.20 кг.
Дата издания: 30.07.2012
Серия: Synthesis lectures on artificial intelligence and machine learning
Язык: English
Иллюстрации: Black & white illustrations
Размер: 233 x 191 x 6
Читательская аудитория: General (us: trade)
Ключевые слова: Artificial intelligence
Подзаголовок: Between ai and social choice
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Поставляется из: Англии
Описание: Computational 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.

A Short Introduction to Preferences: Between AI and Social Choice, Francesca Rossi, Kristen Brent Venable, Toby Walsh