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20172026
most citedSufficient reductions in regression with mixed predictors

2 citations · 2 across the 6 of their papers we have counts for

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stat.ME2025

Generalized Multi-Linear Models for Sufficient Dimension Reduction on Tensor Valued Predictors

Daniel Kapla, Efstathia Bura

We consider supervised learning (regression/classification) problems with tensor-valued input. We derive multi-linear sufficient reductions for the regression or classification pro…

cs.LG2025

Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs

Andrey Kofnov, Daniel Kapla, Ezio Bartocci +1

We derive exact upper and lower bounds for the cumulative distribution function (cdf) of the output of a neural network (NN) over its entire support subject to noisy (stochastic) i…