Karavani, Ehud
- Benchmarking Framework for Performance-Evaluation of Causal Inference Analysis
2018/02/14 by Yishai Shimoni, Shimoni, Yishai, Chen Yanover +5 · 6 citations
Computer Science · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods in Clinical Trials #cs.LG #stat.ME #stat.ML
- An Evaluation Toolkit to Guide Model Selection and Cohort Definition in Causal Inference
2019/06/02 by Yishai Shimoni, Ehud Karavani, Shimoni, Yishai +14 · 4 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistical Methods in Clinical Trials #cs.LG #stat.ML
- A discriminative approach for finding and characterizing positivity violations using decision trees
2019/07/18 by Ehud Karavani, Peter Bak, Karavani, Ehud +4 · 1 voice · 1 citation
Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #cs.LG #stat.ML
- Hierarchical Bias-Driven Stratification for Interpretable Causal Effect Estimation
2024/01/31 by Lucile Ter-Minassian, Liran Szlak, Ter-Minassian, Lucile +7 · 1 citation
Computer Science · Engineering · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)