Comparison of Classification Algorithms for Detection of Phishing Websites

Vaitkevicius, Paulius; Marcinkevicius, Virginijus

doi:10.15388/20-INFOR404

2022 5th International Conference on Information and Communications Technology (ICOIACT)

Anthony Chandra, Gregorius, M. S. John Immanuel, Alexander Agung Santoso Gunawan, Anderies

https://doi.org/10.1109/ICOIACT55506.2022.9972107

Conference (2022), p. 24

2022 International Conference on Informatics Electrical and Electronics (ICIEE)

Bianca Chelsea Putri Nugroho, Josephine Florencia Chan, Valencia Vananda, Henry Lucky, Derwin Suhartono

https://doi.org/10.1109/ICIEE55596.2022.10009939

Conference (2022), p. 1

2024 9th International Conference on Computer Science and Engineering (UBMK)

Samad Najjar-Ghabel, Shamim Yousefi, Payam Habibi

https://doi.org/10.1109/UBMK63289.2024.10773479

Conference (2024), p. 1

2024 IEEE 6th Symposium on Computers & Informatics (ISCI)

Puteri Nursyawati Azzuri, Mohd Suffian Sulaiman

https://doi.org/10.1109/ISCI62787.2024.10667704

Conference (2024), p. 230

2025 20th International Conference on Emerging Technologies (ICET)

Muhammad Shuaib, Juliana Jaafar, Mohammad Faizuddin

https://doi.org/10.1109/ICET66147.2025.11321451

Conference (2025), p. 1

2025 IEEE 5th International Conference on Power, Electronics and Computer Applications (ICPECA)

Cao Luping, Guo Pengfei

https://doi.org/10.1109/ICPECA63937.2025.10928826

Conference (2025), p. 575

2025 Modern Electronics Devices and Intelligent Communication Systems (MEDCOM)

Amit Verma

https://doi.org/10.1109/MEDCOM67532.2025.11405099

Conference (2025), p. 910

A Lightweight Heuristic Method for Phishing Website Detection

Lizhen Tang, Qusay H. Mahmoud

https://doi.org/10.1007/978-3-031-97992-7_43

Book Lecture Notes in Networks and Systems (Intelligent and Fuzzy Systems) Volume 1529 (2025), p. 382

A Machine Learning Approach for Phishing Websites Prediction with Novel Feature Selection Framework

Pankaj Bhowmik, Pulak Chandra Bhowmik

https://doi.org/10.1007/978-981-19-2445-3_24

Book Lecture Notes in Networks and Systems (Proceedings of International Conference on Fourth Industrial Revolution and Beyond 2021) Volume 437 (2022), p. 357

An Empirical Feature Selection Approach for Phishing Websites Prediction with Machine Learning

Pankaj Bhowmik, Md. Sohrawordi, U. A. Md. Ehsan Ali, Pulak Chandra Bhowmik

https://doi.org/10.1007/978-3-031-17181-9_14

Book Communications in Computer and Information Science (Bangabandhu and Digital Bangladesh) Volume 1550 (2022), p. 173

BERTPHIURL: A Teacher-Student Learning Approach Using DistilRoBERTa and RoBERTa for Detecting Phishing Cyber URLs

Payman Hussein Hussan, Syefy Mohammed Mangj

https://doi.org/10.62411/faith.3048-3719-71

Journal Journal of Future Artificial Intelligence and Technologies Volume 1, Issue 4 (2025), p. 417

Composition of Ensembles of Recurrent Neural Networks for Phishing Websites Detection

Paulius Vaitkevicius, Virginijus Marcinkevicius

https://doi.org/10.1007/978-3-030-57672-1_22

Book Communications in Computer and Information Science (Databases and Information Systems) Volume 1243 (2020), p. 297

Efficient Malicious Website Detection Technique Using Stacking Ensemble of Machine Learning Models

Kartik Rajput, Manjesh Singh, Arjun Rawat, Raman Tyagi, Jolly Parikh, Rachna Jain

https://doi.org/10.1007/978-981-97-4149-6_17

Book Lecture Notes in Networks and Systems (Innovative Computing and Communications) Volume 1038 (2024), p. 233

Enhancing Generalization in Phishing URL Detection via a Fine-Tuned BERT-Based Multimodal Approach

Yi Wei, Masaya Nakayama, Yuji Sekiya

https://doi.org/10.1109/ACCESS.2025.3591843

Journal IEEE Access Volume 13 (2025), p. 131197

Exploring GRU-based approaches with attention mechanisms for accurate phishing URL detection

Jishnu K S, Arthi B

https://doi.org/10.3233/IDT-240026

Journal Intelligent Decision Technologies Volume 18, Issue 2 (2024), p. 1029

Intelligent feature selection model based on particle swarm optimization to detect phishing websites

Theyab R. Alsenani, Safial Islam Ayon, Sayeda Mayesha Yousuf, Fahad Bin Kamal Anik, Mohammad Ehsan Shahmi Chowdhury

https://doi.org/10.1007/s11042-023-15399-6

Journal Multimedia Tools and Applications Volume 82, Issue 29 (2023), p. 44943

Machine Learning and Neural Networks for Phishing Detection: A Systematic Review (2017–2024)

Jacek Lukasz Wilk-Jakubowski, Lukasz Pawlik, Grzegorz Wilk-Jakubowski, Aleksandra Sikora

https://doi.org/10.3390/electronics14183744

Journal Electronics Volume 14, Issue 18 (2025), p. 3744

Machine Learning-Based Phishing Detection Using URL Features: A Comprehensive Review

Asif Uz Zaman Asif, Hossein Shirazi, Indrakshi Ray

https://doi.org/10.1007/978-3-031-44274-2_36

Book Lecture Notes in Computer Science (Stabilization, Safety, and Security of Distributed Systems) Volume 14310 (2023), p. 481

Machine Learning-Based Phishing Websites Classification Using Diverse Datasets

Shahab Haider, Bilal Khan, Wahab Khan, Sana Ullah, Zulfiqar Ali

https://doi.org/10.4018/979-8-3373-1424-2.ch006

Book (2025), p. 155

Machine learning optimization: how preprocessing strategies shape predictive performance and computational efficiency

Matheus Costa Pereira, Mirelli de Castro Cesário, Vinicius Paes de Carvalho, Matheus Brendon Francisco, João Luiz Junho Pereira, Anderson Paulo de Paiva

https://doi.org/10.1007/s00521-026-12219-4

Journal Neural Computing and Applications Volume 38, Issue 11 (2026)

NETWORK INTRUSION DETECTION USING HYBRID MACHINE LEARNING METHODS

Karina Čiurlienė, Denisas Stankevičius

https://doi.org/10.3846/mla.2023.19385

Journal Mokslas - Lietuvos ateitis Volume 15 (2023), p. 1

On Phishing URL Detection Using Feature Extension

Daojing He, Zhihua Liu, Xin Lv, Sammy Chan, Mohsen Guizani

https://doi.org/10.1109/JIOT.2024.3446894

Journal IEEE Internet of Things Journal Volume 11, Issue 24 (2024), p. 39527

Online Detection and Infographic Explanation of Spam Reviews with Data Drift Adaptation

Francisco de Arriba-Pérez Silvia García-Méndez Fátima Leal Benedita Malheiro Juan C. Burguillo

https://doi.org/10.15388/24-INFOR562

Pub. online: 17 Jun 2024 Type: Research Article

Open Access

Journal: Informatica Volume 35, Issue 3 (2024), pp. 483–507

Optimized Phishing Detection with Recurrent Neural Network and Whale Optimizer Algorithm

Brij Bhooshan Gupta, Akshat Gaurav, Razaz Waheeb Attar, Varsha Arya, Ahmed Alhomoud, Kwok Tai Chui

https://doi.org/10.32604/cmc.2024.050815

Journal Computers, Materials & Continua Volume 80, Issue 3 (2024), p. 4895

Overview of Machine Learning Process Modelling

Boštjan Brumen, Aleš Černezel, Leon Bošnjak

https://doi.org/10.3390/e23091123

Journal Entropy Volume 23, Issue 9 (2021), p. 1123

Performance Evaluation of Phishing Classification Techniques on Various Data Sources and Schemes

Rahmad Abdillah, Zarina Shukur, Masnizah Mohd, T. S. Mohd Zamri Murah, Insu Oh, Kangbin Yim

https://doi.org/10.1109/ACCESS.2022.3225971

Journal IEEE Access Volume 11 (2023), p. 38721

Phishing Classification Techniques: A Systematic Literature Review

Rahmad Abdillah, Zarina Shukur, Masnizah Mohd, Ts. Mohd Zamri Murah

https://doi.org/10.1109/ACCESS.2022.3166474

Journal IEEE Access Volume 10 (2022), p. 41574

Phishing threat mitigation in E-commerce using a quantum-enhanced hybrid AI framework

Brij B. Gupta, Shin-Hung Pan, Akshat Gaurav, Varsha Arya, Razaz Waheeb Attar, Amal Hassan Alhazmi, Ahmed Alhomoud, Kwok Tai Chui

https://doi.org/10.1038/s41598-025-27515-7

Journal Scientific Reports Volume 15, Issue 1 (2025)

Proceedings of the IEEE/ACM 12th International Conference on Big Data Computing, Applications and Technologies

Alias Davis, Samah Abdelsalam, Mustafa Ghaleb, Mohammed S. M. Gismalla, E. I. Eltahir, Mosab Hamdan

https://doi.org/10.1145/3773276.3774878

Conference (2025), p. 1

Smart Patrolling Based on Spatial-Temporal Information Using Machine Learning

Cesar Guevara, Matilde Santos

https://doi.org/10.3390/math10224368

Journal Mathematics Volume 10, Issue 22 (2022), p. 4368

Stop-Phish: an intelligent phishing detection method using feature selection ensemble

A. V. Ramana, K. Lakshmana Rao, Routhu Srinivasa Rao

https://doi.org/10.1007/s13278-021-00829-w

Journal Social Network Analysis and Mining Volume 11, Issue 1 (2021)

URL filtering using machine learning algorithms

Asia Othman Aljahdalic, Shoroq Banafee, Thana Aljohani

https://doi.org/10.1080/19393555.2023.2193350

Journal Information Security Journal: A Global Perspective Volume 33, Issue 3 (2024), p. 193

eHTrust: Model for Trust Evaluation in Content-Driven Health Websites

Sarika Agarwal, Himani Bansal

https://doi.org/10.1007/s11042-024-19621-x

Journal Multimedia Tools and Applications Volume 83, Issue 39 (2024), p. 86425

Export citation

Copy and paste formatted citation

Download citation in file

Authors