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Schulam, Peter

  1. A Review of Challenges and Opportunities in Machine Learning for Health
    2018/06/01 by Ghassemi, Marzyeh, Naumann, Tristan, Schulam, Peter +3 · 6 citations
    #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Reliable Decision Support using Counterfactual Models
    2017/03/30 by Peter Schulam, Schulam, Peter, Suchi Saria +1 · 12 citations
    Decision Sciences · #Artificial Intelligence (cs.AI) #Complex Systems and Decision Making #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Can You Trust This Prediction? Auditing Pointwise Reliability After Learning
    2019/01/02 by Peter Schulam, Schulam, Peter, Suchi Saria +1 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME)
  4. Active Learning for Decision-Making from Imbalanced Observational Data
    2019/04/10 by Iiris Sundin, Sundin, Iiris, Peter Schulam +9 · 2 citations
    Computer Science · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistical Methods in Clinical Trials
  5. Discretizing Logged Interaction Data Biases Learning for Decision-Making
    2018/10/06 by Peter Schulam, Schulam, Peter, Suchi Saria +1 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Systems and Control (eess.SY) #Time Series Analysis and Forecasting #electronic engineering #information engineering