用软计算技术建模绩效评估:设计神经模糊应用

Ms Nisha Macwan, Srinivas Priti, Sajja
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引用次数: 5

摘要

软计算指的是研究、建模和分析非常复杂现象的计算技术的集合:对于这些现象,更传统的方法无法产生低成本、解析性和完整的解决方案。软计算为现实生活中各种模糊和不确定情况的表示和评估提供了灵活的信息处理能力。本文讨论了软计算在绩效评估中的应用。绩效评估可以是客观的,也可以是主观的。绩效评估是模糊的、不确定的、不精确的,可能导致不公平的决策。本文提出了一种神经模糊的绩效评估方法,消除了任何可能对公正评价产生负面影响的心理因素。模糊逻辑处理在评价参数中观察到的模糊性和不确定性,人工神经网络从可用的数据和经验中学习决策以提供无偏决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling performance appraisal using soft computing techniques: Designing neuro-fuzzy application
Soft computing refers to a collection of computational techniques which study, model, and analyze very complex phenomena: those for which more conventional methods have not yielded low cost, analytic, and complete solutions. Soft Computing provides flexible information processing capability for representation and evaluation of various real life ambiguous and uncertain situations. The paper discusses how soft computing is a pertinent for Performance Appraisal. Performance Appraisal can be Objective as well as Subjective. Performance Appraisal is vague, uncertain and imprecise which may not result into fair decision. The paper proposes neuro-fuzzy approach for performance appraisal that removes any psychological elements that may have a negative bearing on unbiased evaluation. Fuzzy logic handles the vagueness and uncertainty that is observed in evaluation parameters and artificial neural network learns decision making from available data and experience to provide unbiased decision.
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