使用2型模糊逻辑顾问进行主观决策

M. Owais
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引用次数: 5

摘要

本文提出并比较了两阶段2型模糊逻辑顾问在学生成绩评价领域的主观决策。我们测试了我们提出的模型,用于评估HBCC/KFUPM计算机科学与工程系学生在两个领域的表现,即合作培训和顶点/高级项目评估,我们发现这些FLAs非常有用和有前途。在我们提出的模型中,将合作训练和高级项目的不同组成部分的评估标准转换为语言标签,并将专家的评估信息提取为IF-THEN规则的形式。这些规则使用FLS建模,然后将其用作模糊逻辑顾问(FLA)来决定学生的成绩。评估器对系统的输入可以是单例的,也可以是非单例的。实现了基于1型和2型模糊逻辑的模型,并与个别专家的评价结果进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Subjective decision making using type-2 fuzzy logic advisor
In this paper, we present and compare two-stage type-2 fuzzy logic advisor (FLA) for subjective decision making in the domain of students' performance evaluation. We test our proposed model for evaluating students' performance in our Computer Science and Engineering Department at HBCC/KFUPM in two domains namely cooperating training and capstone/senior project assessment where we find these FLAs very useful and promising. In our proposed model, the assessment criteria for different components of cooperative training and senior project are transformed into linguistic labels and evaluation information is extracted into the form of IF-THEN rules from the experts. These rules are modeled using FLS, which then is used as a fuzzy logic advisor (FLA) to make decisions about students' grades. The evaluator's input for the system can be either singleton or non-singleton. Both type-1 and type-2 fuzzy logic based models are implemented and compared with individual expert's evaluation.
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