An Introduction to Constraint-Based Temporal Reasoning (Synthesis Lectures on Artificial Intelligence and Machine Learning)
暫譯: 約束基礎的時間推理入門(人工智慧與機器學習綜合講座)
Roman Barták, Robert A. Morris, K. Brent Venable
- 出版商: Morgan & Claypool
- 出版日期: 2014-02-01
- 售價: $1,620
- 貴賓價: 9.5 折 $1,539
- 語言: 英文
- 頁數: 122
- 裝訂: Paperback
- ISBN: 1608459675
- ISBN-13: 9781608459674
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相關分類:
人工智慧、Machine Learning
海外代購書籍(需單獨結帳)
相關主題
商品描述
Solving challenging computational problems involving time has been a critical component in the development of artificial intelligence systems almost since the inception of the field. This book provides a concise introduction to the core computational elements of temporal reasoning for use in AI systems for planning and scheduling, as well as systems that extract temporal information from data. It presents a survey of temporal frameworks based on constraints, both qualitative and quantitative, as well as of major temporal consistency techniques. The book also introduces the reader to more recent extensions to the core model that allow AI systems to explicitly represent temporal preferences and temporal uncertainty.
This book is intended for students and researchers interested in constraint-based temporal reasoning. It provides a self-contained guide to the different representations of time, as well as examples of recent applications of time in AI systems.
Table of Contents: Preface / Summary of Acronyms / Introduction to Time in AI Systems / Temporal Frameworks Based on Constraints / Extensions: Preferences and Uncertainty / Applications of Temporal Reasoning / Bibliography / Authors' Biographies
商品描述(中文翻譯)
解決涉及時間的挑戰性計算問題幾乎自人工智慧領域創立以來就是其發展中的一個關鍵組成部分。本書提供了一個簡明的介紹,涵蓋了用於規劃和排程的人工智慧系統的時間推理核心計算元素,以及從數據中提取時間信息的系統。它對基於約束的時間框架進行了調查,包括定性和定量的約束,以及主要的時間一致性技術。本書還介紹了更近期的擴展,這些擴展使人工智慧系統能夠明確表示時間偏好和時間不確定性。
本書旨在為對基於約束的時間推理感興趣的學生和研究人員提供指導。它提供了一個獨立的指南,介紹不同的時間表示法,以及時間在人工智慧系統中最近應用的範例。
目錄:前言 / 縮寫詞彙總結 / 人工智慧系統中的時間介紹 / 基於約束的時間框架 / 擴展:偏好和不確定性 / 時間推理的應用 / 參考文獻 / 作者簡介