EC-SBM Synthetic Network Generator: Comprehensive Review
Abstract & Details
Research Area
Computer Science and Engineering
Keywords
Stochastic Block Model
EC-SBM
Synthetic Network Generation
Community Detection
Correlated Networks
Network Modeling
Abstract
Cutting down on fake big ideas in network work is now a big part of network science. The
EC-SBM is a model that makes graphs that keep local and big picture group links. This
review paper is a close look at EC-SBM and how it grew from old SBM models. We talk about
the theory, how to use it, and how EC-SBM is better than other models like degree-
corrected, regularized, and correlated SBM types. The paper also covers how people use
fake network makers now for tests, social work, and graph neural net checks, then ends
with talk on what to do next.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Vidyashree | Alva's Institute of Engineering and Technology |
| 2 | Vishwa Amaresh | Alva's Institute of Engineering and Technology |
| 3 | Vivek Swami | Alva's Institute of Engineering and Technology |
| 4 | Yadunandan GK | Alva's Institute of Engineering and Technology |
| 5 | Pradeep Nayak | Alva's Institute of Engineering and Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Vidyashree, Amaresh, Vishwa, Swami, Vivek, GK, Yadunandan, & Nayak, Pradeep (2025). EC-SBM Synthetic Network Generator: Comprehensive Review. International Journal of Advance Research and Innovative Ideas In Education, 11(6), 378-381.
MLA Style
Vidyashree, et al. "EC-SBM Synthetic Network Generator: Comprehensive Review." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 6, 2025, pp. 378-381.
IEEE Style
Vidyashree, Vishwa Amaresh, Vivek Swami, Yadunandan GK, and Pradeep Nayak, "EC-SBM Synthetic Network Generator: Comprehensive Review," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 6, pp. 378-381, 2025.
Vancouver Style
Vidyashree, Amaresh Vishwa, Swami Vivek, GK Yadunandan, Nayak Pradeep. EC-SBM Synthetic Network Generator: Comprehensive Review. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(6):378-381.
Harvard Style
Vidyashree, Amaresh, Vishwa, Swami, Vivek, GK, Yadunandan, & Nayak, Pradeep (2025) 'EC-SBM Synthetic Network Generator: Comprehensive Review', International Journal of Advance Research and Innovative Ideas In Education, 11(6), pp. 378-381.
Chicago Style
Vidyashree, et al. "EC-SBM Synthetic Network Generator: Comprehensive Review." International Journal of Advance Research and Innovative Ideas In Education 11, no. 6 (2025): 378-381.
Turabian Style
Vidyashree, et al. "EC-SBM Synthetic Network Generator: Comprehensive Review." International Journal of Advance Research and Innovative Ideas In Education 11, no. 6 (2025): 378-381.
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