Boosting the phishing detection performance by semantic analysis

X Zhang, Y Zeng, XB Jin, ZW Yan… - 2017 ieee international …, 2017 - ieeexplore.ieee.org
… The semantic information of phishing websites was explored in this study to fully extract the
features of phishing pattern and boost the phishing detection performance. In recent years, …

[PDF][PDF] Semantic Based Greedy Levy Gradient Boosting Algorithm for Phishing Detection.

RS Jenni, S Shankar - Computer Systems Science & …, 2022 - pdfs.semanticscholar.org
… for website phishing detection is presented in this paper. Latent semantic analysis is the …
The performance is assessed by the boosting technique to evaluate the effectiveness of our …

Improving the effectiveness of phishing detection Using lexical semantics; A machine-learning based approach

KJ Rijnbergen - 2020 - essay.utwente.nl
… In addition, we will evaluate the performance of the adaptive boosting algorithm, … In this
chapter, we present the performance of our optimal solution to the problem of phishing detection. …

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 …

[PDF][PDF] From Phishing Behavior Analysis and Feature Selection to Enhance Prediction Rate in Phishing Detection

AR Omar, S Taie, ME Shaheen - International Journal of …, 2023 - pdfs.semanticscholar.org
… could maintain its performance and detect any phishing URL … phishing detection method
is superior than conventional methods, with a detection accuracy of 99.17% using the XG Boost

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. …

Improving the phishing website detection using empirical analysis of Function Tree and its variants

AO Balogun, KS Adewole, MO Raheem, ON Akande… - Heliyon, 2021 - cell.com
… The increasing acceptance and adoption of information technology (IT) have led to an …
of the ML-based phishing detection solution depends on the performance of the chosen ML …

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

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 …