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I'm having a set of data's, say 

Question,
Question's Main Category,Main Category followers,
Question's Related Categories,Each Related Categories followers,
Whether it got answer in 24hrs [Yes/No]

Now, I need to analyse a database with thousands of sets of data's like given above and predict whether the new given question(with all details like main category,followers...etc) will get answer in 24hrs or not ?

I have no idea which algorithm will be more suitable to solve this kind of problem.

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Isn't it a question for Cross Validated? (Stats SE)? Yes, learning more about statistical models is very much recommended. –  Deer Hunter Jul 25 '13 at 10:05
    
As a hint: consider looking for probit regression on the search engines. –  Deer Hunter Jul 25 '13 at 10:06

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