Subjective Logic: A Formalism for Reasoning Under Uncertainty (Artificial Intelligence: Foundations, Theory, and Algorithms)

Audun Jøsang

  • 出版商: Springer
  • 出版日期: 2016-11-04
  • 售價: $7,750
  • 貴賓價: 9.5$7,363
  • 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)

相關主題

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)

這是對主觀邏輯及其所有運算的首次全面探討。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,然後提供了主觀邏輯的完整定義,協調了關鍵符號和形式,最後以信任網絡和主觀貝葉斯網絡的章節作結,這兩者結合形成一般的主觀網絡。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,並得出更正確反映由部分不確定輸入參數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。對離散數學的良好基礎是必要的前提。