Search Results for author: Joseph Janssen

Found 2 papers, 1 papers with code

A critical appraisal of water table depth estimation: Challenges and opportunities within machine learning

no code implementations30 Apr 2024 Joseph Janssen, Ardalan Tootchi, Ali A. Ameli

We construct three fine-resolution (500 m) ML simulations of WTD, using the XGBoost algorithm and more than 20 million real and proxy observations of WTD, across the United States and Canada.

Depth Estimation

Ultra-marginal Feature Importance: Learning from Data with Causal Guarantees

1 code implementation21 Apr 2022 Joseph Janssen, Vincent Guan, Elina Robeva

Scientists frequently prioritize learning from data rather than training the best possible model; however, research in machine learning often prioritizes the latter.

Fairness Feature Importance +1

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