Link prediction in dynamic and multiple graph, a spectral graph framework
On-going research project. Different from traditional "static" link prediction approach, we seek for a more general framework for modeling the dynamic graph (social network, biological network), which can incorporate historical data. Another interest focuses on how to integrate heterogeneous domain graph knowledge, which is modeled by multiple graphs?
- Chunsheng Fang, Jason Lu, Anca Ralescu, "Graph Spectra Regression with Low-Rank Approximation for Dynamic Graph Link Prediction",NIPS2010 Workshop on Low-rank Methods for Large-scale Machine Learning,Vancouver, Canada, December, 2010. [PDF].
- Minlu Zhang, Chunsheng Fang, Jason Lu, “Integrative scoring approach to identify transcriptional regulations controlling lung surfactant homeostasis ", International Conference on Data Mining 2010 (ICDM2010), Sydney, Australia, Dec 2010; [link]
- M Zhang, J Deng, Chunsheng Fang, X Zhang, Jason Lu, "Molecular Network Analysis and Applications", Chapter 11 of "Knowledge-Based Bioinformatics.", John Wiley & Sons, Ltd, July 2010 [link];