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07/28/2023
Confident Feature Ranking
Interpretation of feature importance values often relies on the relative...
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03/23/2023
Logistic Regression Equivalence: A Framework for Comparing Logistic Regression Models Across Populations
In this paper we discuss how to evaluate the differences between fitted ...
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11/14/2021
Detecting Differences Between Correlation-Matrix Populations due to Single-variable Perturbations, with Application to Resting State fMRI
Correlation matrices provide a useful way to characterize variable depen...
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10/28/2020
Predicting Classification Accuracy when Adding New Unobserved Classes
Multiclass classifiers are often designed and evaluated only on a sample...
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12/27/2017
Extrapolating Expected Accuracies for Large Multi-Class Problems
The difficulty of multi-class classification generally increases with th...
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06/16/2016
Estimating mutual information in high dimensions via classification error
Multivariate pattern analyses approaches in neuroimaging are fundamental...
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06/16/2016