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2011 Apr 01
2
New Idea on Ranking in IR
...Europe whom i am going to join for Ph.D about GSoC and more precisely Xapian. Generally the ranking is unsupervised, where the rank list is produced based on the score provided by the ranking function. Ranking functions are unsupervised like BM25, TF-IDF and so on. So we give the rank list in the dercreasing order of the score. Well learning to rank involves supervised learning. If we can extract features for a query and intial retrieval of documents pairs then we can say which document should come above which. Basically search engine requires relevant documents in top order, because user gnerally nev...