Subjective Logic: A Formalism for Reasoning Under Uncertainty (Artificial Intelligence: Foundations, Theory, and Algorithms)
暫譯: 主觀邏輯:不確定性推理的形式化方法(人工智慧:基礎、理論與演算法)

Audun Jøsang

  • 出版商: Springer
  • 出版日期: 2016-11-04
  • 售價: $7,920
  • 貴賓價: 9.5$7,524
  • 語言: 英文
  • 頁數: 337
  • 裝訂: Hardcover
  • ISBN: 3319423355
  • ISBN-13: 9783319423357
  • 相關分類: 人工智慧Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

商品描述

This is the first comprehensive treatment of subjective logic and all its operations. The author developed the approach, and in this book he first explains subjective opinions, opinion representation, and decision-making under vagueness and uncertainty, and he then offers a full definition of subjective logic, harmonising the key notations and formalisms, concluding with chapters on trust networks and subjective Bayesian networks, which when combined form general subjective networks. The author shows how real-world situations can be realistically modelled with regard to how situations are perceived, with conclusions that more correctly reflect the ignorance and uncertainties that result from partially uncertain input arguments.

The book will help researchers and practitioners to advance, improve and apply subjective logic to build powerful artificial reasoning models and tools for solving real-world problems. A good grounding in discrete mathematics is a prerequisite.

商品描述(中文翻譯)

這是首次全面探討主觀邏輯及其所有運算的著作。作者開發了這一方法,並在本書中首先解釋了主觀意見、意見表示以及在模糊和不確定性下的決策,接著提供了主觀邏輯的完整定義,協調了關鍵符號和形式化,最後以信任網絡和主觀貝葉斯網絡的章節作結,這些結合起來形成了一般的主觀網絡。作者展示了如何現實地建模真實世界的情況,考慮到情況的感知方式,並得出更正確反映由部分不確定的輸入論據所產生的無知和不確定性的結論。

本書將幫助研究人員和實務工作者推進、改善並應用主觀邏輯,以建立強大的人工推理模型和工具來解決現實世界的問題。對離散數學有良好的基礎是必要的前提。