Concepedia

Valentyn Melnychuk

VM

4

Publications

247

Citations

4

H-Index

2020

Active since

Affiliations

Ludwig-Maximilians-Universität München(Current)

Munich Center for Machine Learning

Valentyn Melnychuk is an author at Ludwig-Maximilians-Universität München specializing in causal inference, predictive analytics, and deep learning.

Top concepts

StatisticsEngineeringData ScienceDeep LearningPublic HealthCausal InferenceCausal ReasoningComputer ScienceMachine LearningPredictive Analytics

Publications per year

2020–2024

4

Publications

4

Causal machine learning for predicting treatment outcomes

Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk et al. · Nature Medicine · 2024 · 208 citations · Full text

Predictive Analytics, Treatment Effect, Outcomes Research +6

Causal Transformer for Estimating Counterfactual Outcomes

Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel · arXiv (Cornell University) · 2022 · 19 citations · Full text

Structured Prediction, Llm Fine-tuning, Engineering +20

Unsupervised Anomaly Detection for X-Ray Images

Diana Davletshina, Valentyn Melnychuk, Viet Tran et al. · arXiv (Cornell University) · 2020 · 10 citations · Full text

Multiple Instance Learning, Anomaly Detection, Machine Learning +24

Estimating Average Causal Effects from Patient Trajectories

Dennis Frauen, Tobias Hatt, Valentyn Melnychuk et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2023 · 10 citations · Full text

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