Soft Computing Evaluation Logic: The LSP Decision Method and Its Applications (Wiley - IEEE)
暫譯: 軟計算評估邏輯:LSP 決策方法及其應用 (Wiley - IEEE)

Jozo Dujmović

  • 出版商: Wiley-IEEE Computer Society Pr
  • 出版日期: 2018-10-09
  • 售價: $5,180
  • 貴賓價: 9.5$4,921
  • 語言: 英文
  • 頁數: 912
  • 裝訂: Hardcover
  • ISBN: 1119256453
  • ISBN-13: 9781119256458
  • 海外代購書籍(需單獨結帳)

商品描述

A novel approach to decision engineering, with a verified framework for modeling human reasoning

Soft Computing Evaluation Logic provides an in-depth examination of evaluation decision problems and presents comprehensive guidance toward the use of the Logic Scoring of Preference (LSP) method in modeling complex decision criteria. Fully aligned with current developments in computational intelligence, the discussion covers the design and use of LSP criteria for evaluation and comparison in diverse areas, such as search engines, medical conditions, real estate, space management, habitat mitigation projects in ecology, and land use and residential development suitability maps, with versatile transfer to other similar decision-modeling contexts.

Human decision making is rife with fuzziness, imprecision, uncertainty, and half-truths—yet humans make evaluation decisions every day. In this book, such decision processes are observed, analyzed, and modeled. The result is graded logic, a soft computing mathematical infrastructure that provides both formal logic and semantic generalizations of classical Boolean logic. Graded logic is used for logic aggregation in the context of evaluation models consistent with observable properties of human reasoning.  The LSP method, based on graded logic and logic aggregation, is a vital component of an industrial-strength decision engineering framework. Thus, the book:

  • Provides detailed theoretical background for graded logic
  • Provides a theory of logic aggregators
  • Explains the LSP method for designing complex evaluation criteria and their use
  • Shows techniques for evaluation, comparison, and selection of complex systems, as well as the cost/suitability analysis, optimization, sensitivity analysis, tradeoff analysis, and missingness-tolerant aggregation
  • Includes a survey of available LSP software tools, including ISEE, ANSY and LSP.NT.

With quantitative modeling of human reasoning, novel approaches to modeling decision criteria, and a verified decision engineering framework applicable to a broad array of applications, this book is an invaluable resource for graduate students, researchers, and practitioners working within the decision engineering realm.

商品描述(中文翻譯)

一種新穎的決策工程方法,具有經過驗證的人類推理建模框架

軟計算評估邏輯深入探討評估決策問題,並提供有關使用偏好邏輯評分(Logic Scoring of Preference, LSP)方法來建模複雜決策標準的全面指導。該討論完全符合計算智能的當前發展,涵蓋了LSP標準在多個領域中的設計和使用,例如搜尋引擎、醫療狀況、不動產、空間管理、生態棲息地緩解項目,以及土地使用和住宅發展適宜性地圖,並可靈活轉移到其他類似的決策建模情境中。

人類的決策過程充滿模糊性、不精確性、不確定性和半真相——然而人類每天都在做出評估決策。在本書中,這些決策過程被觀察、分析和建模。其結果是分級邏輯,這是一種軟計算數學基礎設施,提供了正式邏輯和經典布林邏輯的語義概括。分級邏輯用於在與人類推理的可觀察特性一致的評估模型背景下進行邏輯聚合。基於分級邏輯和邏輯聚合的LSP方法是工業級決策工程框架的重要組成部分。因此,本書:


  • 提供分級邏輯的詳細理論背景

  • 提供邏輯聚合器的理論

  • 解釋LSP方法以設計複雜的評估標準及其使用

  • 展示評估、比較和選擇複雜系統的技術,以及成本/適宜性分析、優化、敏感性分析、權衡分析和容忍缺失的聚合

  • 包括可用的LSP軟體工具調查,包括ISEE、ANSY和LSP.NT。

通過對人類推理的定量建模、新穎的決策標準建模方法,以及適用於廣泛應用的經過驗證的決策工程框架,本書對於在決策工程領域工作的研究生、研究人員和實務工作者來說,是一個無價的資源。

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