Preprocessing methods for improving phishing URL detection

Phishing URL detection is a common problem nowadays, and different approaches based on Machine Learning techniques are proposed. In this paper, some preprocessing techniques are used to improve the classification accuracy and the time taken to build and test models. The conclusion that Decision Rules classifier is the most suitable technique for the considered dataset is finally made.

Authors

Institutions

Publication Details

Published
2024-09-04
DOI
https://doi.org/10.1109/inista62901.2024.10683836
Citations
1
Primary Topic
Spam and Phishing Detection
Type
article
Field-Weighted Citation Impact
0.78
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Preprocessing methods for improving phishing URL detection

Maria Muntean
1 citations
Spam and Phishing Detection
0.78
article

Preprocessing methods for improving phishing URL detection

Maria Muntean
article en
1 citations

Abstract

Phishing URL detection is a common problem nowadays, and different approaches based on Machine Learning techniques are proposed. In this paper, some preprocessing techniques are used to improve the classification accuracy and the time taken to build and test models. The conclusion that Decision Rules classifier is the most suitable technique for the considered dataset is finally made.

1 Decembrie 1918 University (RO)
Openalex Percentile: Top 21%
Spam and Phishing Detection
0.78
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.

Preprocessing methods for improving phishing URL detection — Maria Muntean · (2024) | TGRS Research Map | TGRS