Difference between revisions of "Sahebi project proposal"
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Latest revision as of 10:02, 1 February 2011
Project Ideas
possible ideas:
• Using multiple resources in community detection in scholar networks like publication data, co-authorship, ...
• Finding mentorship relationships between people and recommending mentors to some people
Dataset
• The CiteULike dataset for extracting relationships and interesting publications for user.
• iConference dataset for authors who have published in the iConference.
• Microsoft Academic Research data
- These datasets are not available now and have to be crawled.
Motivation
• Finding communities in social networks helps more in understanding the nature of the network, how it emerged, and what are the important factors of emerging a community in that network.
• It is interesting to find important hubs of each community and see their effect on other community members. Also, finding out the features which improve them as a significant community member is interesting.
Possible Techniques
• Graph Clustering Methods
• Using Modularity Measure and Optimizing it
• Spectral Clustering
Evaluation
Manual evaluation + Cross Validation on Clustering measures