Phishing detection system through hybrid machine learning based on URL

A Karim, M Shahroz, K Mustofa, SB Belhaouari… - IEEE …, 2023 - ieeexplore.ieee.org
… classify the phishing URLs and evaluate their performance in … 3) GRADIENT BOOSTING
MACHINE Gradient boosting … to perform gradient boosting for data classification. Gradient …

From feature engineering and topics models to enhanced prediction rates in phishing detection

ES Gualberto, RT De Sousa, PDB Thiago… - Ieee …, 2020 - ieeexplore.ieee.org
… To do this, it employs Probabilistic Latent Semantic Analysis (PLSA) to build a topic model, …
techniques brought essential boosts in the performance of phishing detection approaches. …

The answer is in the text: Multi-stage methods for phishing detection based on feature engineering

ES Gualberto, RT De Sousa, TPDB Vieira… - IEEE …, 2020 - ieeexplore.ieee.org
… method associates Principal Component Analysis (PCA) and Latent Semantic Analysis (LSA)…
, proved to support the semantic and similarity enrichment and boost the performance of the …

An in-depth benchmarking and evaluation of phishing detection research for security needs

A El Aassal, S Baki, A Das, RM Verma - Ieee Access, 2020 - ieeexplore.ieee.org
… , varying legitimate to phishing ratios and increasing the size of … performance. Our results
show that the imbalanced nature of phishing attacks affects the detection systems’ performance

Performance assessment of multiple machine learning classifiers for detecting the phishing URLs

SSMM Rahman, FB Rafiq, TR Toma… - Data Engineering and …, 2020 - Springer
… ), Gradient Boosting Tree provides highest performance with … ] which was able to detect
phishing webpages without using … Zouina and Outtaj [11] have presented a phishing detection

Business boosting through sentiment analysis using Artificial Intelligence approach

AAA Ahmed, S Agarwal, IMGA Kurniawan… - International Journal of …, 2022 - Springer
… for performing the sentiment analysis through which business performance can be boosted.
… As a result, the Danish bank has created a sophisticated fraud detection system with the …

An effective detection approach for phishing websites using URL and HTML features

A Aljofey, Q Jiang, A Rasool, H Chen, W Liu, Q Qu… - Scientific Reports, 2022 - nature.com
Phishing offenses are increasing, resulting in … the performance of the phishing detection
approach, and various classification algorithms are employed. Furthermore, the performance of …

An improved ELM-based and data preprocessing integrated approach for phishing detection considering comprehensive features

L Yang, J Zhang, X Wang, Z Li, Z Li, Y He - Expert Systems with …, 2021 - Elsevier
Boost the detection performance by using the improved ELM-based classifier. … The events
of phishing attacks show an increasing trend despite the fact that many anti-phishing solutions …

[PDF][PDF] Building robust phishing detection system: an empirical analysis

J Lee, P Ye, R Liu, DM Divakaran, MC Chan - NDSS MADWeb, 2020 - researchgate.net
… noises in enhancing robustness of the phishing URL classifiers … , SVM ensemble) for
enhancing the robustness and accuracy … to analyze the performance of SVM classifier for phishing

A phishing-attack-detection model using natural language processing and deep learning

E Benavides-Astudillo, W Fuertes, S Sanchez-Gordon… - Applied Sciences, 2023 - mdpi.com
… However, for our syntactic and semantic analysis, we only took into account words that are …
Geng, GG Boosting the phishing detection performance by semantic analysis. In Proceedings …