Relational Learning
27 Apr 2012 12:01
That is, learning models of mathematical relations and relational structures from data, not learning in a relational manner.
See also: Graphical Models; Network Data Analysis; Statistics of Structured Data; Data Mining; Machine Learning, Statistical Inference, and Induction; Mathematical Logic
- Recommended, big picture:
- Lise Getoor and Ben Taskar (eds.), Introduction to Statistical Relational Learning [Official blurb, Lise's book site with more links]
- To read:
- Sheng Gao, Ludovic Denoyer, Patrick Gallinari, "Modeling Relational Data via Latent Factor Blockmodel", arxiv:1204.2581
- Katsuhiko Ishiguro, Tomoharu Iwata, Naonori Ueda, Joshua Tenenbaum, "Dynamic Infinite Relational Model for Time-varying Relational Data Analysis" [NIPS 2010]
- Anon Plangprasopchok, Kristina Lerman, Lise Getoor, "A Probabilistic Approach for Learning Folksonomies from Structured Data", arxiv:1011.3557
- Karl Rohe, Bin Yu, "Co-clustering for Directed Graphs; the Stochastic Co-Blockmodel and a Spectral Algorithm", arxiv:1204.2296
- Ryan A. Rossi, Luke K. McDowell, David W. Aha, Jennifer Neville, "Transforming Graph Representations for Statistical Relational Learning", arxiv:1204.0033
- Ryan A. Rossi, Jennifer Neville, "Representations and Ensemble Methods for Dynamic Relational Classification", arxiv:1111.5312
- Oliver Schulte, Hassan Khosravi, Flavia Moser, Martin Ester, "Learning Class-Level Bayes Nets for Relational Data", arxiv:0811.4458
- Ingo Thon, Niels Landwehr and Luc De Raedt, "Stochastic relational processes: Efficient inference and applications", Machine Learning 82 (2011): 239--272
- Willem Waegeman, Tapio Pahikkala, Antti Airola, Tapio Salakoski, Michiel Stock, Bernard De Baets, "A kernel-based framework for learning graded relations from data", arxiv:1111.6473
- Rongjing Xiang and Jennifer Neville, "Understanding Propagation Error and Its Effect on Collective Classification" [PDF reprint via Prof. Neville]
- Shuheng Zhou, John Lafferty, Larry Wasserman, "Time Varying Undirected Graphs", arxiv:0802.2758
