Concepedia

Christina Heinze‐Deml

CH

Statistics

Publications

6

Citations

313

H-Index

6

Active since

2017

Affiliations

ETH Zurich(Current)

Christina Heinze‐Deml is an author at ETH Zurich specializing in machine learning, causal inference, and statistical modeling.

Publications per year

2017–2021

6

Publications

6

Causal Structure Learning

Christina Heinze‐Deml, Marloes H. Maathuis, Nicolai Meinshausen · Annual Review of Statistics and Its Application · 2017 · 174 citations · Full text

Public Health, Data Science, Causal Inference +12

Predicting Causal Relationships from Biological Data: Applying Automated Causal Discovery on Mass Cytometry Data of Human Immune Cells

Sofia Triantafillou, Vincenzo Lagani, Christina Heinze‐Deml et al. · Scientific Reports · 2017 · 43 citations · Full text

Life Sciences, Immunology, Systems Biology +15

Guarding Against Adversarial Domain Shifts with Counterfactual Regularization.

Christina Heinze‐Deml, Nicolai Meinshausen · arXiv (Cornell University) · 2017 · 32 citations · Full text

Computing, Computer Science, Computer Vision +14

Conditional variance penalties and domain shift robustness

Christina Heinze‐Deml, Nicolai Meinshausen · Machine Learning · 2020 · 27 citations · Full text

Computing, Computer Science, Computer Vision +10

Invariant Causal Prediction for Nonlinear Models

Christina Heinze‐Deml, Jonas Peters, Nicolai Meinshausen · Journal of Causal Inference · 2018 · 19 citations · Full text

Public Health, Biostatistics, Causal Inference +12

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