journal article·2021Open access

A Novel Collective User Web Behavior Simulation Method

Hongri Liu, Xu Zhang, Jingjing Li, Bailing Wang

Computers, Materials & Continua· Volume 66· Issue 3

Abstract

A collective user web behavior simulation is an import means for generating a large-scale user network behavior in a network testbed or cyber range. Existing studies almost focus on individual web behavior analysis and prediction, which cannot simulate human dynamics that widely exist in large-scale users’ behaviors. To address these issues, we propose a novel collective user web behavior simulation method, in which an algorithm for constructing a connected virtual social network is proposed, and then a collective user web behavior simulation algorithm is designed on the virtual social network. In the simulation method, a new epidemic information dissemination algorithm based on the SIR model is proposed to drive the user web behavior with Breadth—First Search algorithm on the connected virtual social network. We specially build an experiment environment with 12 servers by using Docker container technology and then perform a wide range of experiments with different user scales to evaluate the method. The experimental results demonstrate that not only the degrees of the social network but also the time intervals of the collective users’ web behavior can be well fitted to a power-law distribution and show that our simulation method can well simulate a collective user web behavior.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Complex Network Analysis Techniques · Caching and Content Delivery · Peer-to-Peer Network Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (34)

Show source-provided references
1. National cyber range overview
2. StarBED and SpringOS architectures and their performance
3. Cyber ranges: State-of–the-art and research challenges
4. A characterization of cybersecurity simulation scenarios
5. Simulation user behavior on a security testbed using user behavior states graph
6. Learning probabilistic hierarchical task networks as probabilistic context-free grammars to capture user preferences10.1145/2589481 ↗
7. A large-scale study of user image search behavior on the web
8. Clustering-based learning approach for ant colony optimization model to simulate web user behavior
9. Rajabi · User Behavior Modelling for Fake Information Mitigation on Social Web · 2019
10. User behavior modeling for better Web search ranking10.1007/s11704-017-6518-6 ↗
11. Task, information seeking intentions, and user behavior: Toward a multi-level understanding of Web search
12. Power-law distributions in binned empirical data10.1214/13-AOAS710 ↗
13. Automatic web design refinements based on collective user behavior
14. Quantitative analysis of bloggers’ collective behavior powered by emotions10.1088/1742-5468/2011/02/P02005 ↗
15. Participatory cultural mapping based on collective behavior data in location-based social networks10.1145/2814575 ↗
16. A growth model for directed complex networks with power-law shape in the out-degree distribution10.1038/srep07670 ↗
17. Growing network: Nonlinear extension of the Barabasi-Albert model10.1007/978-3-319-13671-4_49 ↗
18. Structural properties of the scale-free Barabasi-Albert graph10.1134/S0005117912040091 ↗
19. The behavior, constraint, and scenario (BeCoS) tool: A web-based software application for modeling behaviors and scenarios
20. Characterizing and predicting enterprise email reply behavior
21. Power-law distribution of human behaviors in internet forums
22. Large-scale cross-game player behavior analysis on steam
23. Analyzing, modeling, and simulation for human dynamics in social network10.1155/2012/208791 ↗
24. Caillou · Advances in Social Simulation · 2017 · 15
25. BDI agents in social simulations: A survey10.1017/S0269888916000096 ↗
26. User simulation in dialogue systems using inverse reinforcement learning
27. Demand side management—A simulation of household behavior under variable prices10.1016/j.enpol.2011.10.016 ↗
28. Human behavior in global fire simulations
29. Automatic mapping of human behavior data to personality model parameters for traffic simulations in virtual environments
30. Modeling human temporal dynamics in agent-based simulations
31. Individual irrationality, network structure, and collective intelligence: An agent-based simulation approach10.1002/cplx.21709 ↗
32. Simulation of the users’ email behavior based on BP-BDI model
33. Towards a world wide web of simulation10.1177/1548512915621974 ↗
34. Impact of heterogeneous human activities on epidemic spreading10.1016/j.physa.2011.06.068 ↗