An Integrated Model for Predicting Student Achievement Efficiency Using Data Envelopment Analysis and Genetic Programming Approach

QR Code

An Integrated Model for Predicting Student Achievement Efficiency Using Data Envelopment Analysis and Genetic Programming Approach

Data Envelopment Analysis (DEA) is effective in evaluating efficiency across various domains, including education. However, traditional DEA methods face challenges such as computational complexity and limited predictive capabilities. This study addresses these limitations by integrating Automated Ma...

Full description

Bibliographic Details
Published in:	2024 5th International Conference on Artificial Intelligence and Data Sciences, AiDAS 2024 - Proceedings
Main Author:	Razi N.F.M.; Masrom S.; Baharun N.; Azmi A.Z.
Format:	Conference paper
Language:	English
Published:	Institute of Electrical and Electronics Engineers Inc. 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85209627690&doi=10.1109%2fAiDAS63860.2024.10729908&partnerID=40&md5=1d0021cc47d69a93669ed71c1eca997d

Similar Items

Particle Swarm Optimization in Machine Learning Prediction of Airbnb Hospitality Price Prediction
by: Masrom S.; Baharun N.; Razi N.F.M.; Rahman R.A.; Abd Rahman A.S.
Published: (2022)

Predicting Motivation among GKP Recipients using Regression Techniques in Machine Learning: An Implementation of Rapid Miner
by: Razi N.F.M.; Sarkam N.A.; Mohammad N.H.; Azmi A.Z.; Wahab J.A.; Baharun N.H.
Published: (2025)

The use of financial derivatives in measuring bank risk management efficiency: A data envelopment analysis approach
by: Zakaria S.
Published: (2017)

Technical efficiency analysis of paddy farming under the northwest Selangor integrated agricultural development area (IADA) of Malaysia using data envelopment analysis (DEA)
by: Rosli F.F.; Zahid Z.; Hussin S.A.S.
Published: (2024)

Genetic Programming Based Automated Machine Learning in Classifying ESG Performances
by: Rahman A.S.A.; Masrom S.; Rahman R.A.; Ibrahim R.; Gilal A.R.
Published: (2024)

Genetic Programming Based Automated Machine Learning in Classifying ESG Performances
by: Abd Rahman, et al.
Published: (2024)

INTEGRATING SEGMENTING AND GAMIFICATION PRINCIPLES IN THE DESIGN OF INTERACTIVE GAMIFIED PROGRAMMING ASSESSMENTS FOR LOW ACHIEVERS
by: Othman M.; Osman A.; Ahmad S.Z.; Abdullah N.
Published: (2024)

INTEGRATING SEGMENTING AND GAMIFICATION PRINCIPLES IN THE DESIGN OF INTERACTIVE GAMIFIED PROGRAMMING ASSESSMENTS FOR LOW ACHIEVERS
by: Othman, et al.
Published: (2024)

Measuring technical efficiency of state-owned enterprises in Asia Pacific and European regions: a data envelopment analysis
by: Adnan S.; Zainal N.; Amin Noordin B.A.; Kamarudin F.; Johari J.
Published: (2024)

Machine learning with task-technology fit theory factors for predicting students’ adoption in video-based learning
by: Masrom S.; Rahman R.A.; Baharun N.; Rohani S.R.S.; Rahman A.S.A.
Published: (2023)

Measuring students’ understanding in probability concept between two different cohort using rasch measurement
by: Razi N.F.M.; Abidin R.Z.; Baharun N.; Musa N.A.C.
Published: (2019)

Integrated exploratory factor analysis and Data Envelopment Analysis to evaluate balanced ambidexterity fostering innovation in manufacturing SMEs
by: Ahmadi M.; Mohd Osman M.H.; Aghdam M.M.
Published: (2020)

Helical integrity and microsolvation of transmembrane domains from Flaviviridae envelope glycoproteins
by: Jusoh S.A.; Helms V.
Published: (2011)

A systematic review on data envelopment analysis application in higher education
by: Ahmad A.M.; Khurizan N.S.N.
Published: (2024)

Container handling operations using data envelopment analysis: A systematic review
by: Aznam N.H.Z.; Khurizan N.S.N.
Published: (2024)

Optimizing the Allocation of Quay Cranes and Prime Movers for Container Handling Operations: A Data Envelopment Analysis Approach
by: Aznam N.H.Z.; Khurizan N.S.N.; Awang N.; Yusoff N.S.M.; Moftar M.F.
Published: (2024)

Optimum Resource Allocation at Emergency Department’s Yellow Zone Using Simulation and Data Envelopment Analysis
by: Yusoff N.S.M.; Rasidi N.F.; Nordin M.I.; Siregar B.H.; Fauzi M.A.D.M.
Published: (2024)

THE EFFECTS OF GENETIC VARIANTS TOWARDS WEIGHT AND BIOCHEMICAL CHANGES IN WEIGHT MANAGEMENT PROGRAM
by: Mohd Asmawi U.M.; Abdul Halim N.I.H.; Mohidin S.A.A.; Rajab N.; Kek T.L.; Salleh M.Z.; Mansyur M.; Md Nor N.
Published: (2023)

Envelope curves for the specific discharge of extreme floods in Malaysia
by: Abdullah J.; Muhammad N.S.; Muhammad S.A.; Julien P.Y.
Published: (2019)

Using neuro-fuzzy technique to classify and predict electrical engineering students’ achievement upon graduation based on mathematics competency
by: Mat U.B.; Buniyamin N.
Published: (2017)

Impact of Genetic Operators on Energy-Efficient Wireless Sensor Network
by: Chung V.; Tuah N.; Lim K.G.; Tan M.K.; Huang H.; Teo K.T.K.
Published: (2019)

Design Guide for Emotional Evocative Student’s Leadership Program
by: Ahmad Z.; Ibrahim Z.; Ibrahim N.; Azmi N.N.; Shahibi M.S.; Lokman A.M.
Published: (2024)

Discrete event simulation and data envelopment analysis models for selecting the best resource allocation alternative at an emergency department’s green zone
by: Yusoff N.S.M.; Liong C.-Y.; Noh A.Y.M.; Ismail W.R.
Published: (2018)

Data Envelopment Analysis and Higher Education: A Systematic Review of the 2018–2022 Literature and Bibliometric Analysis of the Past 30 Years of Literature
by: Ahmad A.M.; Nana Khurizan N.S.
Published: (2024)

Type 2 Diabetes Mellitus Prediction Using Data Mining Approach
by: Halias A.F.; Saiful N.H.; Ibrahim N.; Muhamad Jamil S.A.; Mansor M.M.; Ul - Saufie A.Z.; Md Ghani N.A.
Published: (2023)

Measuring anxiety level of failure science students in performing calculus subject
by: Wahab J.A.; Mohamad Razi N.F.; Mohammad Hamzah M.H.; Azmi A.Z.; Nasrudin N.H.
Published: (2018)

Leveraging Data Analytics for Student Grade Prediction: A Comparative Study of Data Features
by: Misinem; Kurniawan T.B.; Dewi D.A.; Zakaria M.Z.; Nazmi C.M.A.
Published: (2024)

Pre-university students' learning styles and attitude towards mathematics achievements
by: Anuar N.; Abdullah N.; Hod S.N.S.
Published: (2020)

Evaluating quality and reliability of final exam questions for probability and statistics course using rasch model
by: Zulkifli F.; Abidin R.Z.; Razi N.F.M.; Mohammad N.H.; Ahmad R.; Azmi A.Z.
Published: (2018)

Smart Packing Simulator for 3D Packing Problem Using Genetic Algorithm
by: Khairuddin U.; Razi N.A.Z.M.; Abidin M.S.Z.; Yusof R.
Published: (2020)

Machine learning prediction of quality of life: Insight from property crime and tropical climate analysis
by: Mohd Zukri A.Z.; Md Sakip S.R.; Masrom S.
Published: (2024)

Investigating students' attitude, motivation & achievement: The impact of Kahoot! engagement in MUET classroom
by: Omar S.S.; Ismail M.E.; Hasbullah M.S.; Amiruddin M.H.; Hashim S.; Ismail I.M.; Sa'Adan N.
Published: (2023)

Imagineering Anatomy Assessment Amidst COVID-19: Turning Obstacles into Achievements
by: Hadie S.N.H.; Woon C.K.; Lin T.S.; Abd Ghafar N.; Noor N.F.M.; Rushaidhi M.; Zamli Z.; Abas R.
Published: (2022)

Analysis of genetic data in for implementation of compression algorithm in Alzheimer's disease database
by: Yassin I.M.; Abidin H.Z.; Baharom R.; Mat Saat E.H.; Zabidi A.
Published: (2010)

AN OPTIMIZED SUPPORT VECTOR MACHINE WITH GENETIC ALGORITHM FOR IMBALANCED DATA CLASSIFICATION
by: Shamsudin H.; Yusof U.K.; Haijie Y.; Isa I.S.
Published: (2023)

Using Hybrid Genetic Algorithm for Data Aggregation in Wireless Sensor Networks
by: Sharmin S.; Ahmedy I.; Noor R.M.; Ismail H.
Published: (2024)

The stress strain behaviour envelope for granitic residual soil in mobilised shear strength perceptive
by: Rahman A.S.A.; Noor M.J.M.; Jais I.B.M.; Zain M.R.M.
Published: (2018)

Integrated Framework with IDSPA Mechanism for Sustaining Quality Academic Programs
by: Tahir W.; Seman N.; Ariffin S.; Samat M.F.; Ramli S.S.
Published: (2023)

ESTIMATING OPTIMAL RESOURCE ALLOCATION IN THE INPATIENT DEPARTMENT USING SIMULATION AND DATA ENVELOPMENT ANALYSIS; [Menganggar Peruntukan Sumber yang Optimal di Jabatan Pesakit dalam Menggunakan Simulasi dan Analisis Pembangunan Data]
by: Rasidi N.F.B.; Yusoff N.S.M.; Shuib A.; Noh A.M.; Adna N.
Published: (2024)

Satisfaction of Mobility Students on Interdisciplinary Approach in Awareness Program for Forest Conservation and Recycle Activities.
by: Isa S.S.; Mohd J.S.; Isa S.S.; Ali A.; Jamaludin N.L.
Published: (2024)