Journal of Artificial Intelligence and Engineering Applications (JAIEA)
Vol. 3 No. 1 (2023): October 2023

Academic Performance Assessment Prediction Model Using the Adaptive Neuro-Fuzzy Inference System Method

Mardi Turnip (Universitas Prima Indonesia)
M. Arif Almahdi (Universitas Prima Indonesia)
Timi Tampubolon (Universitas Prima Indonesia)
Ade Irma Suryani (Universitas Prima Indonesia)
Astri Milleniar Marbun (Universitas Prima Indonesia)
Cindy Cynthia (Universitas Prima Indonesia)
Ester Ayu S. Marpaung (Universitas Prima Indonesia)

Article Info

Publish Date
15 Oct 2023

Abstract

Performance evaluation of Human Resources is an important part of an organization or company. One of the HR in tertiary institutions that must be evaluated is academic performance. The author conducted research on the factors of academic performance assessment. Therefore, we need a system that can classify academic performance optimally in order to improve the quality of academic performance. In this research, we construct a predictive model for academic ability evaluation using Adaptive Neuro-Fuzzy Inference System method. The ANFIS method shows a very good data accuracy of 92.20%. From each variable motivation to work appraisal show is a Good, competence to work appraisal = Good, compensation to work appraisal show is a Good, responsibility to work appraisal show is a Good, and job satisfaction to work assessment show is Good.

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Journal Info
Journal of Artificial Intelligence and Engineering Applications (JAIEA)
Website

Abbrev

JAIEA

Publisher

Yayasan Kita Menulis

Subject

Automotive Engineering Computer Science & IT Control & Systems Engineering

Description

The Journal of Artificial Intelligence and Engineering Applications (JAIEA) is a peer-reviewed journal. The JAIEA welcomes papers on broad aspects of Artificial Intelligence and Engineering which is an always hot topic to study, but not limited to, cognition and AI applications, engineering ...