Resources related to data-mining and gaming on social networks

Question

I'm interested in the problem of patterning mining among players of social networking games. For example detecting cheaters of a game, given a company's user database. So far I have been following the usual recipe for a data mining project:

• construct a data warehouse that aggregates significant information
• select a classifier, and train it with a subsectio of records from the warehouse
• validate classifier with another test set
• lather, rinse, repeat

Surprisingly, I've found very little in this area regarding literature, best practices, etc. I am hoping to crowdsource the information gathering problem here. Specifically what I'm looking for:

• What classifiers have worked will for this type of pattern mining (it seems highly temporal, users playing games, users receiving rewards, users transferring prizes etc).
• Are there any highly agreed upon attributes specific to social networking / gaming data?
• What is a practical amount of information that should be considered? One problem I've run into is data overload, where queries and data cleansing may take days to complete.
• Related to point above, what hardware resources are required to produce results? I've found it difficult to estimate the amount of computing power I will require for production use. It has become apparent that a white box in the corner does not have enough horse-power for such a project. Are companies generally resorting to cloud solutions? Are they buying clusters?

Basically, any resources (theoretical, academic, or practical) about implementing a social networking / gaming pattern-mining program would be very much appreciated.

Thanks.

Answer 1

I am looking for the same kind of resources, here are some things I found that I consider pretty interesting, hope you can take advantage of it, please if you discover more resources let me know. Here they are: http://techcrunch.com/2010/04/06/turiya-media-games/ http://www.kdnuggets.com/2010/08/video-tutorial-christian-thurau-data-mining-in-games.html?k10n21 http://www.gamasutra.com/view/feature/2816/better_game_design_through_data_.php This is in portuguesse but is excelent: http://thiagofalcao.info/