Search Results for author: Jerzy Wieczorek

Found 3 papers, 1 papers with code

Design-based conformal prediction

2 code implementations2 Mar 2023 Jerzy Wieczorek

Conformal prediction is an assumption-lean approach to generating distribution-free prediction intervals or sets, for nearly arbitrary predictive models, with guaranteed finite-sample coverage.

Conformal Prediction Prediction Intervals

Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm

no code implementations7 Jun 2022 Aidan Good, Jiaqi Lin, Hannah Sieg, Mikey Ferguson, Xin Yu, Shandian Zhe, Jerzy Wieczorek, Thiago Serra

In this work, we study such relative distortions in recall by hypothesizing an intensification effect that is inherent to the model.

Network Pruning

Household poverty classification in data-scarce environments: a machine learning approach

no code implementations18 Nov 2017 Varun Kshirsagar, Jerzy Wieczorek, Sharada Ramanathan, Rachel Wells

We describe a method to identify poor households in data-scarce countries by leveraging information contained in nationally representative household surveys.

BIG-bench Machine Learning General Classification

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