Evaluating Machine Learning Algorithms for Predicting Financial Aid Eligibility: A Comparative Study of Random Forest, Gradient Boosting and Neural Network

QR Code

Evaluating Machine Learning Algorithms for Predicting Financial Aid Eligibility: A Comparative Study of Random Forest, Gradient Boosting and Neural Network

Financial aid ensures equitable access to higher education, irrespective of students' social or economic backgrounds. However, as the financial aid source are limited, the administrators are burdened with the task of determining the student eligibility for financial aid in a fair and unbias man...

Full description

Bibliographic Details
Published in:	Proceedings of the 2024 18th International Conference on Ubiquitous Information Management and Communication, IMCOM 2024
Main Author:	Ismail M.H.; Razak T.R.; Noor N.M.; Aziz A.A.
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-s2.0-85186138521&doi=10.1109%2fIMCOM60618.2024.10418450&partnerID=40&md5=a7f00f0cbfc00c0589f0bcd4e69d1e3b

Similar Items

Predicting Ocean Current Temperature Off the East Coast of America with XGBoost and Random Forest Algorithms Using Rstudio
by: Alfaris L.; Firdaus A.N.; Nyuswantoro U.I.; Siagian R.C.; Muhammad A.C.; Hassan R.; Aunzo R.T., et al.
Published: (2024)

Solar Power Production Forecasting Model Using Random Forest Algorithm
by: Azman M.A.; Jantan H.; Bahrin U.F.M.; Kadir E.A.
Published: (2024)

MACHINE LEARNING PREDICTION OF TROPICAL FOREST ABOVE-GROUND BIOMASS ESTIMATION
by: Zulkiflee N.I.M.; Zaki N.A.M.; Razak T.R.; Omar H.; Tajudin S.; Narashid R.H.; Suratman M.N.; Latif Z.A.
Published: (2023)

Comparative Analysis of Machine Learning Algorithms Through Visualizations
by: Ismail M.H.; Razak T.R.; Noor N.M.; Aziz A.A.
Published: (2023)

Reservoir characterization through integrated petrophysical approach with the application of extreme gradient boosting (XGBoost)
by: Wan Z.; Dollah M.R.; Khalid N.S.A.
Published: (2024)

A Novel Hybrid Model Combining the Support Vector Machine (SVM) and Boosted Regression Trees (BRT) Technique in Predicting PM10 Concentration
by: Shaziayani W.N.; Ahmat H.; Razak T.R.; Zainan Abidin A.W.; Warris S.N.; Asmat A.; Noor N.M.; Ul-Saufie A.Z.
Published: (2022)

Phylogenetic turnover along local environmental gradients in tropical forest communities
by: Baldeck C.A.; Kembel S.W.; Harms K.E.; Yavitt J.B.; John R.; Turner B.L.; Madawala S.; Gunatilleke N.; Gunatilleke S.; Bunyavejchewin S.; Kiratiprayoon S.; Yaacob A.; Supardi M.N.N.; Valencia R.; Navarrete H.; Davies S.J.; Chuyong G.B.; Kenfack D.; Thomas D.W.; Dalling J.W.
Published: (2016)

Impact of preoperative magnetic resonance imaging on surgery and eligibility for intraoperative radiotherapy in early breast cancer
by: Chan W.Y.; Cheah W.K.; Ramli Hamid M.T.; Md Shah M.N.; Fadzli F.; Kaur S.; See M.H.; Taib N.A.M.; Rahmat K.
Published: (2022)

Prediction of Cutting Forces for Machine Tools by Neural Networks
by: Kataraki P.S.; Ishak A.; Mazlan M.; Qasem I.; Hussien A.A.; Zubair A.F.; Janvekar A.A.
Published: (2024)

Prediction of Cutting Forces for Machine Tools by Neural Networks
by: Kataraki, et al.
Published: (2024)

Simplified Artificial Neural Network Configuration in R Programming for Predictive Modelling
by: Razak T.R.; Jarimi H.; Ahmad E.Z.
Published: (2023)

Applying four machine learning algorithms for employee future prediction
by: Dawd L.N.; Mostafa S.A.; Nawi R.M.; Mahdin H.; Kasim S.; Alkhayyat A.; Ahmad M.; Zainodin M.E.
Published: (2024)

Implementation of Evolutionary Algorithms to Parametric Identification of Gradient Flexible Plate Structure
by: Jamali, et al.
Published: (2023)

The convergence properties of some descent conjugate gradient algorithms for optimization models
by: Sulaiman I.M.; Mamat M.; Owoyemi A.E.; Ghazali P.L.; Rivaie M.; Malik M.
Published: (2020)

Implementation of Evolutionary Algorithms to Parametric Identification of Gradient Flexible Plate Structure
by: Jamali A.; Hassan M.H.; Lidyana R.; Hadi M.S.
Published: (2023)

Comparative analysis of machine learning techniques for so2 prediction modelling
by: Shaziayani W.N.; Noor N.M.; Azan S.; Ul-Saufie A.Z.
Published: (2023)

Comparison of ensemble hybrid sampling with bagging and boosting machine learning approach for imbalanced data
by: Malek N.H.A.; Yaacob W.F.W.; Wah Y.B.; Md Nasir S.A.; Shaadan N.; Indratno S.W.
Published: (2023)

Evaluation of boosted regression tree for the prediction of the maximum 24-hour concentration of particulate matter
by: Shaziayani W.N.; Ul-Saufie A.Z.; Yusoff S.A.M.; Ahmat H.; Libasin Z.
Published: (2021)

Predicting Kereh River's Water Quality: A comparative study of machine learning models
by: Nasaruddin, et al.
Published: (2023)

Predicting Kereh River's Water Quality: A comparative study of machine learning models
by: Nasaruddin, et al.
Published: (2023)

Predicting Energy Consumption in Educational Buildings: A Comparative Study of Machine Learning Models
by: Ramli S.S.M.; Ahmad A.M.; Ibrahim M.N.; Daud K.
Published: (2024)

An evaluation of nature-inspired optimization algorithms and machine learning classifiers for electricity fraud prediction
by: Kamaruddin A.S.; Hadrawi M.F.; Wah Y.B.; Aliman S.
Published: (2023)

A review of artificial neural network learning rule based on multiple variant of conjugate gradient approaches
by: Farizawani A.G.; Puteh M.; Marina Y.; Rivaie A.
Published: (2020)

Computer-aided prediction of cefotaxime sodium stability in aqueous solution at different pH from sparse data
by: Bukhari N.I.; Julianto T.; Valente Pereira R.E.; Hay Y.K.; Majeed A.B.A.; Kanwal U.; Ahsan M.
Published: (2018)

Predicting dengue transmission rates by comparing different machine learning models with vector indices and meteorological data
by: Ong S.Q.; Isawasan P.; Ngesom A.M.M.; Shahar H.; Lasim A.M.; Nair G.
Published: (2023)

Marginal Gap Evaluation of Metal Onlays and Resin Nanoceramic Computer-Aided Design and Computer-Aided Manufacturing Blocks Onlays
by: Abdul Hamid N.F.; Wan Bakar W.Z.; Ariffin Z.
Published: (2019)

Long-Term Solar Power Generation Forecasting at Eastern West Large Scale Solar (LSS) Farm using Random Forest Regression (RFR) Method
by: Guzali M.H.A.; Aziz M.A.S.A.; Sivaraju S.S.; Borhan N.; Mohtar W.A.A.-Q.I.W.; Ahmad N.
Published: (2024)

Exploring Spatial and Temporal based Clustering Algorithm for Forest Fire Event Identification
by: Syahputra M.E.; Jailani R.; Kemala A.P.; Fitrianah D.
Published: (2023)

A Comparative Study of Gaussian Process Machine Learning and Time Series Analysis Techniques for Predicting Unemployment Rate
by: Aris M.N.M.; Nagaratnam S.; Zakaria N.N.; Mohd Azami M.F.A.; Samsudin M.A.I.; Othman E.S.
Published: (2024)

Forest Sound Event Detection with Convolutional Recurrent Neural Network-Long Short-Term Memory
by: Zaini M.N.; Yusoff M.; Sadikin M.A.
Published: (2023)

Machine learning algorithms for high-resolution prediction of spatiotemporal distribution of air pollution from meteorological and soil parameters
by: Tao H.; Jawad A.H.; Shather A.H.; Al-Khafaji Z.; Rashid T.A.; Ali M.; Al-Ansari N.; Marhoon H.A.; Shahid S.; Yaseen Z.M.
Published: (2023)

A comparative model for financial distress in Malaysia's companies
by: Ilias M.R.; Ishak S.S.; Nayan A.; Rahim A.H.A.
Published: (2024)

Measuring perceived helpfulness of computerized decision aid for youth
by: Sarif S.M.; Ibrahim N.; Shiratuddin N.
Published: (2015)

English songs as means of aiding students' proficiency development
by: Setia R.; Rahim R.A.; Nair G.K.S.; Adam A.F.B.M.; Husin N.; Sabapathy E.; Mohamad R.; So'od S.M.M.; Md-Yusoff N.I.; Razlan R.M.; Jalil N.A.A.; Kassim R.M.; Seman N.A.
Published: (2012)

Artificial neural network and convolutional neural network for prediction of dental caries
by: Basri K.N.; Yazid F.; Mohd Zain M.N.; Md Yusof Z.; Abdul Rani R.; Zoolfakar A.S.
Published: (2024)

Artificial neural network and convolutional neural network for prediction of dental caries
by: Basri, et al.
Published: (2024)

Comparative insect fauna succession on indoor and outdoor monkey: Carrions in a semi-forested area in Malaysia
by: Ahmad N.W.; Lim L.H.; Dhang C.C.; Chin H.C.; Abdullah A.G.; Mustaffa W.-N.W.; Kian C.W.; Jeffery J.; Hashim R.; Azirun S.M.
Published: (2011)

A novel computer-aided multivariate water quality index
by: Sim S.F.; Ling T.Y.; Lau S.; Jaafar M.Z.
Published: (2015)

Dr First Aider: A vertical chatbot for First Aid
by: Kasinathan, et al.
Published: (2024)

Computer-Aided Design on Image Detection: A Chronology Review
by: Mahmud M.; Mustafa W.A.; Wahab A.F.
Published: (2023)