JOURNAL ARTICLE

Loan Amount Prediction Using Machine Learning

Bhagyashri Rajesh JawalePriyanka Anil BadgujarRita Dnyaneshwar TaleleDinesh Patil

Year: 2021 Journal:   International Journal of Advanced Research in Science Communication and Technology Pages: 212-215   Publisher: Shivkrupa Publication's

Abstract

Loan amount prediction is helpful for banks or organization who want their work easier. All Banks give Loan to customer and customer first apply for loan after any bank or organization validate customer information. It must be providing some advantages for banks or company or any organization who wants to give loan. There are various methods to improve the accuracy classification algorithm. The accuracy of random forest classification algorithm can be improved using Ensemble methods. Optimization techniques and Feature selection methods available. In this research work novel hybrid feature selection algorithm using wrapper model and fisher introduced. The main objective of this paper is to prove that new hybrid model produces better accuracy than the traditional random forest algorithm.

Keywords:
Random forest Loan Feature selection Computer science Selection (genetic algorithm) Feature (linguistics) Machine learning Artificial intelligence Work (physics) Data mining Finance Engineering Business

Metrics

1
Cited By
0.29
FWCI (Field Weighted Citation Impact)
5
Refs
0.59
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Financial Distress and Bankruptcy Prediction
Social Sciences →  Business, Management and Accounting →  Accounting
Stock Market Forecasting Methods
Social Sciences →  Decision Sciences →  Management Science and Operations Research

Related Documents

JOURNAL ARTICLE

Loan Amount Prediction Using Multi-Model Machine Learning

Nancy, Noella R SHimaja, H.Harshitha, H.Daphini, Desona ClemencyVinothini, E

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2024
JOURNAL ARTICLE

Loan Amount Prediction Using Multi-Model Machine Learning

Nancy, Noella R SHimaja, H.Harshitha, H.Daphini, Desona ClemencyVinothini, E

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2024
JOURNAL ARTICLE

LOAN PREDICTION USING MACHINE LEARNING

Jim Mathew PhilipHarrish DhaithyakaS GopinathN Ajaikumar

Journal:   Zenodo (CERN European Organization for Nuclear Research) Year: 2023
© 2026 ScienceGate Book Chapters — All rights reserved.