Computer Science – Information Retrieval
Scientific paper
2007-05-08
Computer Science
Information Retrieval
To appear, Proceedings of SIGIR 2007, poster paper (2 pages)
Scientific paper
There have been a number of prior attempts to theoretically justify the effectiveness of the inverse document frequency (IDF). Those that take as their starting point Robertson and Sparck Jones's probabilistic model are based on strong or complex assumptions. We show that a more intuitively plausible assumption suffices. Moreover, the new assumption, while conceptually very simple, provides a solution to an estimation problem that had been deemed intractable by Robertson and Walker (1997).
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