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A Sketch Algorithm for Estimating Two Way and Multi Way Associations

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Figure 2The proposed sketch method (solid curve) produces larger counts (curve), whereas with sketches, Ewithdashed curve across all values ofdepending onWith “naive sampling over postings,” there is an undesirable quadratic: Eas) with less work (k).�aNas�
Figure 6Large data set: histograms of document frequencies, df (left), and co-occurrences, a (right)
Figure 7The proposed estimator, ˆaMLE, outperforms the margin-free baseline, ˆaMF, in terms of√MSE
Figure 9
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Sample Matlab Code for Estimating Multi-Way Associations

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