Joint Modeling of Texts and Networks
04 Feb 2020 12:38
I am especially interested in extracting social networks from text data, but all sorts of combinations of the two appeal.
See also: Analysis of Network Data; Citations and Citation Networks; Inferring Networks from Non-Network Data; Relational learning; Social Networks; Text Mining
- Recommended:
- Jonathan Chang, Jordan Boyd-Graber and David M. Blei, "Connections between the Lines: Augmenting Social Networks with Text", KDD 2009 [PDF reprint]
- Allen Riddell, Demography of Literary Form [Ph.D. thesis, Duke University, 2013; see especially ch. 4]
- Yaojia Zhu, Xiaoran Yan, Lise Getoor, Cristopher Moore, "Scalable Text and Link Analysis with Mixed-Topic Link Models", arxiv:1303.7264
- Modesty forbids me to recommend:
- Christopher N. Warren, Daniel Shore, Jessica Otis, Lawrence Wang, Mike Finegold and CRS, "Six Degrees of Francis Bacon: A Statistical Method for Reconstructing Large Historical Social Networks", Digital Humanities uarterly 10:3 (2016) and Six Degrees of Francis Bacon website
- To read:
- Roja Bandari, Hazhir Rahmandad, Vwani P. Roychowdhury, "Blind Men and the Elephant: Detecting Evolving Groups In Social News", arxiv:1304.1567
- C. Bouveyron, P. Latouche and R. Zreik, "The stochastic topic block model for the clustering of vertices in networks with textual edges", Statistics and Computing 28 (2018): 11--31, arxiv:1610.02427
- Jonathan Chang and David M. Blei, "Hierarchical relational models for document networks", Annals of Applied Statistics 4 (2010): 124--150
- Recep Senturk, Narrative Social Structure: Anatomy of the Hadith Transmission Network, 610--1505
- Wenlin Wang, Chenyang Tao, Zhe Gan, Guoyin Wang, Liqun Chen, Xinyuan Zhang, Ruiyi Zhang, Qian Yang, Ricardo Henao, Lawrence Carin, "Improving Textual Network Learning with Variational Homophilic Embeddings", arxiv:1909.13456
