Computing Minimal Probabilistic Rules from Probabilistic Decision Tables: Decision Matrix Approach

机译：从概率决策表中计算最小概率规则：决策矩阵方法

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The article presents a method for computing maximally general minimal length probabilistic decision rules from probabilistic decision tables using the idea of decision matrices. The method reduces the problem of rule computation to the problem of identification of prime implicants of a suitably defined Boolean function. The presentation is developed in the context of the variable precision rough set model, which underlies the methodology of probabilistic decision table acquisition from data. A computational example is included to illustrate the application of the method to a real-life problem.

机译：本文提出了一种使用决策矩阵的思想从概率决策表中计算最大通用最小长度概率决策规则的方法。该方法将规则计算的问题简化为识别适当定义的布尔函数的素数蕴涵的问题。该表示是在可变精度粗糙集模型的背景下开发的，该模型是从数据中获取概率决策表的方法的基础。包括一个计算示例，以说明该方法在现实生活中的应用。

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《International Atlantic Web Intelligence Conference(AWIC 2004); 20040516-20040519; Cancun; MX》|2004年|P.84-94|共11页
会议地点 Cancun(MX);Cancun(MX)
作者
Wojciech Ziarko; Xiang Xiao;
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作者单位

Computer Science Department University of Regina Regina, Saskatchewan, S4S 0A2, Canada;

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原文格式 PDF
正文语种 eng
中图分类计算机网络;
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1. Acquisition of hierarchy-structured probabilistic decision tables and rules from data [J] . Wojciech Ziarko Expert Systems . 2003,第5期

机译：从数据中获取层次结构概率决策表和规则
2. Probabilistic Linguistic MULTIMOORA: A Multicriteria Decision Making Method Based on the Probabilistic Linguistic Expectation Function and the Improved Borda Rule [J] . Xingli Wu, Huchang Liao, Zeshui Xu, IEEE Transactions on Fuzzy Systems . 2018,第6期

机译：概率语言MULTIMOORA：一种基于概率语言期望函数和改进的Borda规则的多准则决策方法
3. Minimal cutsets-based reduction approach for the use of binary decision diagrams on probabilistic safety assessment fault tree models [J] . C Ibá?ez-Llano, A Rauzy, E Meléndez, Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability . 2009,第4期

机译：在概率安全评估故障树模型上使用二元决策图的基于最小割集的约简方法
4. Computing Minimal Probabilistic Rules from Probabilistic Decision Tables: Decision Matrix Approach [C] . Wojciech Ziarko, Xiang Xiao International Atlantic Web Intelligence Conference . 2004

机译：从概率决策表计算最小的概率规则：决策矩阵方法
5. The conversion of probabilistic decision tables into efficient decision trees and diagrams [D] . Khuri, Sami 1987

机译：将概率决策表转换为有效的决策树和图表
6. Taking a gamble or playing by the rules: Dissociable prefrontal systems implicated in probabilistic versus deterministic rule-based decisions [O] . Jamil P. Bhanji, Jennifer S. Beer, Silvia A. Bunge -1

机译：通过规则赌博或扮演赌博：可解离的前额叶系统涉及概率与确定性规则的决定
7. Taking a gamble or playing by the rules: Dissociable prefrontal systems implicated in probabilistic versus deterministic rule-based decisions [O] . Jamil P. Bhanji, Jennifer S. Beer, Silvia A. Bunge 2010

机译：通过规则赌博或扮演赌博：可解离的前额叶系统涉及概率与确定性规则的决定

Computing Minimal Probabilistic Rules from Probabilistic Decision Tables: Decision Matrix Approach

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