Models and Algorithms for Identifying Important Pages Based on User Behavior Analysis on Websites
DOI:
https://doi.org/10.37547/ijasr-06-05-06Keywords:
Web user behavior, Web Usage Mining, user navigation, important page identificationAbstract
This article investigates modern models and algorithms for identifying important web pages based on the analysis of user behavior on websites. The study employs Web Usage Mining techniques, user session analysis, page transition probabilities, and clustering methods. The proposed model analyzes users’ navigational activities within a website and enables the identification of the most important pages. The model integrates Markov Chain, PageRank, K-means, and DBSCAN algorithms. Experimental results demonstrated high efficiency in identifying important pages based on user behavior analysis.
References
1. Russell S., Norvig P. Artificial Intelligence: A Modern Approach. - 4th edition. - Pearson Education, 2021. - 1152 p.
2. Aggarwal C.C. Data Mining: The Textbook. - Springer International Publishing, 2023. - 890 p.
3. Han J., Pei J., Tong H. Data Mining: Concepts and Techniques. - 4th edition. - Morgan Kaufmann, 2022. - 850 p.
4. Géron A. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow. - 3rd edition. - O’Reilly Media, 2022. - 851 p.
5. Goodfellow I., Bengio Y., Courville A. Deep Learning. - MIT Press, 2023 reprint edition. - 800 p.
6. Alpaydin E. Introduction to Machine Learning. - 5th edition. - MIT Press, 2021. - 640 p.
7. Bishop C.M., Bishop H. Deep Learning: Foundations and Concepts. - Springer, 2024. - 650 p.
8. Murphy K.P. Probabilistic Machine Learning: An Introduction. - MIT Press, 2022. - 858 p.
9. Jurafsky D., Martin J.H. Speech and Language Processing. - 3rd edition draft. Stanford University, 2024.
10. Wang H., Li X. Artificial Intelligence Approaches for Web User Behavior Analysis. - Expert Systems with Applications, 2023.
11. Sharma R., Patel D. Deep Learning-Based Web Usage Mining Framework. - Procedia Computer Science, 2024.
12. Ibrahim S., Hassan M. An Intelligent Recommendation System Based on User Navigation Analysis. - Knowledge-Based Systems, 2023.
13. Khan A., Lee S. Big Data Analytics for Web User Behavior Prediction. - Future Generation Computer Systems, 2024.
14. IEEE Xplore Digital Library materials on Web Mining and User Behavior Analytics. – 2022-2025.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Husanov Sherzod Abdimannonovich

This work is licensed under a Creative Commons Attribution 4.0 International License.