Publications
Articles (Journals, Conferences, and Preprints)
You can also find my articles on my Google Scholar profile.
U-trustworthy Models. Reliability, Competence, and Confidence in Decision-Making
Venue: Proceedings of the AAAI Conference on Artificial Intelligence
Excerpt: This paper looks proposes a framework of trustworthiness of binary classification models for decision making
I-trustworthy Models. A framework for trustworthiness evaluation of probabilistic classifiers
Venue: To appear in Proceedings of Machine Learning Research (AISTATS)
Excerpt: Evaluating trustworthiness of probabilistic classifiers using local calibration.
Effect Heterogeneity with Earth Observation in Randomized Controlled Trials: Exploring the Role of Data, Model, and Evaluation Metric Choice
Venue: arXiv preprint
Excerpt: This paper looks at how different modelling choices affect treatment effect heterogeneity for earth observation data
Application of statistical machine learning in biomarker selection
Venue: Nature Scientific Reports
Excerpt: This paper is about doing biomarker selection in JAVELIN Bladder 100 phase 3 trial data