What question did this study set out to answer?

To extract website URL features and evaluate subset-based feature selection methods alongside classification algorithms for identifying phishing websites.

September 1, 2015Open Access

Feature extraction and classification phishing websites based on URL

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To extract website URL features and evaluate subset-based feature selection methods alongside classification algorithms for identifying phishing websites.
Extracted structural and syntactic features directly from website URLs.
Applied subset-based feature selection techniques to identify the most relevant predictive attributes.
Evaluated multiple classification algorithms to differentiate phishing websites from legitimate pages.
Subset-based feature selection effectively identified key URL attributes associated with fraudulent websites.
Trained classification models successfully detected phishing URLs using the optimized feature subsets.

Implication

Computational study evaluates URL feature selection and classification algorithms for phishing detection, highlighting effective automated threat identification.

Abstract

In this study we extracted websites' URL features and analyzed subset based feature selection methods and classification algorithms for phishing websites detection.

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Cite This Study

Aydın et al. (2015) studied this question.

synapsesocial.com/papers/6a17ff083275b64d0e6f6380 https://doi.org/10.1109/cns.2015.7346927

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Implication

Computational study evaluates URL feature selection and classification algorithms for phishing detection, highlighting effective automated threat identification.

Abstract

In this study we extracted websites' URL features and analyzed subset based feature selection methods and classification algorithms for phishing websites detection.

Feature extraction and classification phishing websites based on URL

Key Points

Implication

Abstract

Discussion

Cite This Study

Feature extraction and classification phishing websites based on URL

Key Points

Implication

Abstract

Discussion

Cite This Study

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