Saudi Airlines Cabin Crew Performance Appraisal Using Artificial Intelligence - The Adaptive Neuro-Fuzzy Inference System

Eyad W. Abdulmajeed
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Abstract

This paper targets the application of artificial intelligence in improving and developing performance through the reduction of human error and the development of fair judgment in the performance of different activities. It focuses on Adaptive Neural Fuzzy Inference System (ANFIS) for the Saudi Airlines cabin crew. Among the findings of the research was that the training error is that the difference between the training data output value and the output of the fuzzy inference system and that the fuzzy linguistic variables are not clear when applied in the performance evaluation system. The study applied a case study to analyze an adaptive neural inference system and rate it to the impact it could create on the cabin crew. The study concluded that in conducting the performance appraisal of the employees some factors such as work goals, and information on the effectiveness of goals must be considered. Also, the lack of a formal reasoning mechanism supporting the inference and evaluations is a critical challenge in performance appraisal; hence, the application of artificial intelligence in the evaluation of the performance of employees in an organization could significantly impact the employees in working towards a common goal.
沙特航空客舱机组人员绩效评估使用人工智能-自适应神经模糊推理系统
本文的目标是通过在不同活动的表现中减少人为错误和发展公平判断来应用人工智能来提高和发展绩效。重点研究了沙特航空公司机组人员的自适应神经模糊推理系统(ANFIS)。研究发现,训练误差是指训练数据的输出值与模糊推理系统的输出值之间的差异,以及应用于绩效评价系统时模糊语言变量不清晰。该研究应用了一个案例研究来分析一个自适应神经推理系统,并对它可能对机组人员产生的影响进行评估。研究得出结论,在对员工进行绩效评估时,必须考虑一些因素,如工作目标和目标有效性的信息。此外,缺乏支持推理和评价的正式推理机制是绩效考核的关键挑战;因此,将人工智能应用于组织中员工的绩效评估可以显著影响员工朝着共同目标努力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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