2 papers
physics.soc-ph2020
Random-walk Based Generative Model for Classifying Document Networks
Takafumi J. Suzuki
Document networks are found in various collections of real-world data, such as citation networks, hyperlinked web pages, and online social networks. A large number of generative mo…
physics.soc-ph2019
Bayesian Modeling of Random Walker for Community Detection in Networks
Takafumi J. Suzuki
We propose a generative model to detect globally optimal community structures in networks by utilizing random walks. Sophisticated parameter optimization algorithms are developed b…