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- W1963635671 abstract "Empirical modeling of the score distributions associated with retrieved documents is an essential task for many retrieval applications. In this work, we propose modeling the relevant documents’ scores by a mixture of Gaussians and the non-relevant scores by a Gamma distribution. Applying Variational Bayes we automatically trade-off the goodness-of-fit with the complexity of the model. We test our model on traditional retrieval functions and actual search engines submitted to TREC. We demonstrate the utility of our model in inferring precision-recall curves. In all experiments our model outperforms the dominant exponential-Gaussian model." @default.
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- W1963635671 date "2010-12-03" @default.
- W1963635671 modified "2023-10-11" @default.
- W1963635671 title "Variational bayes for modeling score distributions" @default.
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- W1963635671 doi "https://doi.org/10.1007/s10791-010-9156-2" @default.
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