Jenna Wiens
- Shapley Flow: A Graph-based Approach to Interpreting Model Predictions
2020/10/27 by Jiaxuan Wang, Wang, Jiaxuan, Jenna Wiens +3 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare
2023/05/02 by Shengpu Tang, Maggie Makar, Tang, Shengpu +7 · 5 citations
Economics, Econometrics and Finance · #Health Systems, Economic Evaluations, Quality of Life
- Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings
2021/07/23 by Shengpu Tang, Tang, Shengpu, Jenna Wiens +1 · 3 citations
Medicine · Computer Science · #Sepsis Diagnosis and Treatment #Machine Learning in Healthcare #Cardiac Arrest and Resuscitation
- Deep Learning Applied to Chest X-Rays: Exploiting and Preventing Shortcuts
2020/09/21 by Sarah Jabbour, Jabbour, Sarah, David F. Fouhey +7 · 2 citations
Medicine · Computer Science · #COVID-19 diagnosis using AI #Machine Learning in Healthcare #Phonocardiography and Auscultation Techniques
- Clinician-in-the-Loop Decision Making: Reinforcement Learning with\n Near-Optimal Set-Valued Policies
2020/07/24 by Shengpu Tang, Aditya Modi, Tang, Shengpu +5 · 4 citations
Economics, Econometrics and Finance · Health Professions · Computer Science · #Health Systems, Economic Evaluations, Quality of Life #Healthcare Operations and Scheduling Optimization #Machine Learning in Healthcare
- Counterfactual-Augmented Importance Sampling for Semi-Offline Policy Evaluation
2023/10/26 by Shengpu Tang, Tang, Shengpu, Jenna Wiens +1 · 2 citations
Environmental Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Health, Environment, Cognitive Aging #Machine Learning (cs.LG)
- AdaSGD: Bridging the gap between SGD and Adam
2020/06/30 by Jiaxuan Wang, Jenna Wiens, Wang, Jiaxuan +1 · 1 citation
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Stochastic Gradient Optimization Techniques
- A Domain Guided CNN Architecture for Predicting Age from Structural Brain Images
2018/08/11 by Pascal Sturmfels, Saige Rutherford, Sturmfels, Pascal +9 · 1 citation
Computer Science · Neuroscience · #Domain Adaptation and Few-Shot Learning #Functional Brain Connectivity Studies #Advanced Neural Network Applications
- From Biased Selective Labels to Pseudo-Labels: An Expectation-Maximization Framework for Learning from Biased Decisions
2024/06/27 by Trenton Chang, Jenna Wiens, Chang, Trenton +1 · 1 citation
Computer Science · #Bayesian Modeling and Causal Inference
- CANDOR: Counterfactual ANnotated DOubly Robust Off-Policy Evaluation
2024/12/11 by Aishwarya Mandyam, Mandyam, Aishwarya, Shengpu Tang +7 · 2 citations
Economics, Econometrics and Finance · #Credit Risk and Financial Regulations #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Who's Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation
2024/12/02 by Trenton Chang, Lindsay Warrenburg, Chang, Trenton +8 · 1 citation
Business, Management and Accounting · #International Business and FDI #Innovation and Knowledge Management