A Simple Machine Learning Approach for Fraud Detection in Insurance Claims

Insurance fraud is adding , impacting everyone including companies and everyday people.This paper looks at how to produce a introductory machine literacy system using logistic retrogression to pinpoint suspicious claims.We concentrated on straightforward factors, similar as the descendant 's age, the type of their claims, their once accidents, and the number of times they have been to the sanitarium.It turns out that indeed simple systems can descry patterns that are worth probing when trained on the right data.It's not rocket wisdom, but it's effective.

Publication Details

Journal
International Journal of Progressive Research in Engineering Management and Science
Published
2025-08-14
DOI
https://doi.org/10.58257/ijprems43308
Primary Topic
Artificial Intelligence in Law
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Simple Machine Learning Approach for Fraud Detection in Insurance Claims

International Journal of Progressive Research in Engineering Management and Science
Artificial Intelligence in Law
article

A Simple Machine Learning Approach for Fraud Detection in Insurance Claims

article en

Abstract

Insurance fraud is adding , impacting everyone including companies and everyday people.This paper looks at how to produce a introductory machine literacy system using logistic retrogression to pinpoint suspicious claims.We concentrated on straightforward factors, similar as the descendant 's age, the type of their claims, their once accidents, and the number of times they have been to the sanitarium.It turns out that indeed simple systems can descry patterns that are worth probing when trained on the right data.It's not rocket wisdom, but it's effective.

International Journal of Progressive Research in Engineering Management and Science
Peace, Justice and strong institutions
Openalex Percentile: Top 74%
Artificial Intelligence in Law
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

A Simple Machine Learning Approach for Fraud Detection in Insurance Claims · International Journal of Progressive Research in Engineering Management and Science (2025) | TGRS Research Map | TGRS