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The nearest competitor to NPMR that can feasibly be applied to the baseball matchup dataset is multinomial ridge regression, which penalizes the squared Frobenius norm (the sum of the squares of the entries) of visit the up coming post coefficient matrix, instead of the nuclear norm. We focus on the results of fitting NPMR on 5 percent of the training data because there the difference between NPMR and ridge regression is greatest (Figure 5). As the sample size increases, the need for a low-rank regression coefficient matrix is reduced, and the NPMR solution becomes more similar to the ridge solution. Making this adjustment would result in a model very similar to ridge multinomial regression (described in Section 3.3), and we will compare the results of our model with the results of ridge regression as a proxy for DRA. The plot compares the actual results of the players in the test set with the values predicted by the models. For example, our framework would allow data from the current season to be evaluated against models built on data from the three preceding seasons. Two of the three methods use proprietary data sources, and the third, despite making overtures toward openness, still fails a crucial test for reproducibility

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