A logical reasoning based decision making method for handling qualitative knowledge

被引：6

作者：

Chen, Shuwei ^{[1
]}

Liu, Jun ^{[2
]}

Xu, Yang ^{[1
]}

机构：

[1] Southwest Jiaotong Univ, Sch Math, Chengdu 610031, Sichuan, Peoples R China

[2] Ulster Univ, Sch Comp, Newtownabbey BT37 0QB, North Ireland

来源：

INTERNATIONAL JOURNAL OF APPROXIMATE REASONING | 2021年 / 129卷

基金：

国家重点研发计划; 中国国家自然科学基金;

关键词：

Decision making; Qualitative knowledge; Non-classical logic; Algebraic structure; Approximate reasoning; HEDGE ALGEBRAS; FUZZY-SETS; INFORMATION; MODEL; RANKING; WORDS; ALTERNATIVES; RESOLUTION;

D O I：

10.1016/j.ijar.2020.11.003

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Successful decision-making analysis needs to take both advantages of human analysts and computers, and human knowledge is usually expressed in a qualitative way. Computer based approaches are good at handling quantitative data, while it is still challenging on how to well structure qualitative knowledge and incorporate them as part of decision analytics. This paper develops a logical reasoning based decision-making framework for handling qualitative human knowledge. In this framework, an algebraic structure is adopted for modelling qualitative human knowledge in a systematic way, and a logic based approximate reasoning method is then proposed for inferring the final decision based on the structured qualitative knowledge. By taking a non-classical logic as its formal foundation, the proposed logical reasoning based decision making method is able to model and infer with qualitative human knowledge directly without numerical approximation in a strict way. (C) 2020 Elsevier Inc. All rights reserved.

引用

页码：49 / 63

页数：15

共 50 条

[1] An Ancillary Decision-Making Method for Hydropower Station Failure Handling Based on Case-Based Reasoning and Knowledge Graph
Li, Peng
Zhou, Min
Lin, Xian
Zhou, Liangsong
Cai, Peng
PROCESSES, 2024, 12 (12)
[2] Similarity in logical reasoning and decision-making
Arló-Costa, H
BEHAVIORAL AND BRAIN SCIENCES, 2005, 28 (01) : 14 - +
[3] A linguistic multi-criteria decision making approach based on logical reasoning
Chen, Shuwei
Liu, Jun
Wang, Hui
Xu, Yang
Augusto, Juan Carlos
INFORMATION SCIENCES, 2014, 258 : 266 - 276
[4] Causal Knowledge and Reasoning in Decision Making
Hagmayer, York
Witteman, Cilia
PSYCHOLOGY OF LEARNING AND MOTIVATION, VOL 67, 2017, 67 : 95 - 134
[5] Temporal deontic relevant logic as the logical basis for decision making based on anticipatory reasoning
Cheng, Jingde
2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 1036 - 1041
[6] Knowledge-based reasoning and recommendation framework for intelligent decision making
Ali, Rahman
Afzal, Muhammad
Sadiq, Muhammad
Hussain, Maqbool
Ali, Taqdir
Lee, Sungyoung
Khattak, Asad Masood
EXPERT SYSTEMS, 2018, 35 (02)
[7] A quantitative and qualitative decision analysis method based on evidence reasoning approach
Fu, YH
Tang, JF
Zhang, HG
PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2: INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT IN THE GLOBAL ECONOMY, 2005, : 386 - 391
[8] Quantitative and qualitative decision analysis method based on evidence reasoning approach
Fu Yan-hua
Tang Jia-fu
Zhang Hua-guang
Proceedings of 2005 Chinese Control and Decision Conference, Vols 1 and 2, 2005, : 1841 - 1844
[9] Dynamic Decision Making Based on Explicit Knowledge Reasoning and Deep Reinforcement Learning
Zhang H.-D.
Chen Z.-H.
Chen J.-Y.
Zhou Y.
Lian D.-F.
Wu K.-S.
Lin F.-Z.
Ruan Jian Xue Bao/Journal of Software, 2023, 34 (08): : 3821 - 3835
[10] Logical knowledge and ordinary reasoning
Corine Besson
Philosophical Studies, 2012, 158 : 59 - 82

← 1 2 3 4 5 →