Researcheres & bibliography survey
From ScribbleWiki: Analysis of Social Media
Here, i maintain a brief survey on this subfield. I will try to add 1/2 sentences summary for each researcher/paper. (These authors and/or papers are organized by a random order:-))
- Taher H. Haveliwala
- Topic sensitive Pagerank
- BlockRank
- Representative papers:
- Marco Saerens
- Proximity by resistance distance
- Relationship w/ hitting time/commute time, PCA, graph kernels and Fielder vectors in spectral clustering
- Applications in collaborative filtering
- Representative paper: Random-Walk Computation of Similarities between Nodes of a Graph with Application to Collaborative Recommendation
- Glen Jeh
- Scalability of personalized PageRank
- SimRank
- Representative papers:
- Soumen Chakrabarti
- Proximity for web search
- Interested in learning the weights on entity graphs
- Representative papers:
- Einat Minkov
- Using finite version of random walk on graphs.
- With applications to email management, disambuiation
- Interested in learning weights on the graphs
- Representative paper: Contextual Search and Name Disambiguation in Email using Graphs
- Yehuda Koren
- Proximity by circle-free effective conductance, which uses the k-shortest simple paths in the graph
- Representative papers [Measuring and Extracting Proximity in Networks Measuring and Extracting Proximity in Networks]
- Zoltán Gyöngyi
- Using proximity (personlized PageRank) to deal with web spam
- Representative papers:
- Hanghang Tong
- Interested in all proximity related topics (definitons, computations and applications)
- Representative papers:
- Jia-Yu Pan
- Proximity for multimedia related tasks, (e.g. image caption etc)
- Representative paper: Automatic Multimedia Cross-modal Correlation Discovery
- ObjectRank: Authority-Based Keyword Search in Databases
- Using proximity to rank the objects in entity graphs
- Neighborhood Formation and Anomaly Detection in Bipartite Graphs
- Using random walk with restart to define neighborhood in bipartite graphs;
- Wigh applications to anomaly detection.