Samantha Kleinberg

ASSISTANT PROFESSOR
Email: samantha.kleinberg@stevens.edu
Website
Education

Ph.D. in Computer Science,  New York University, 2010.

B.A. Computer Science and Physics, New York University,  2006.

Research
  • Causal inference and explanation
  • Big data (specifically time series data)
  • Biomedical informatics
Appointments
Assistant Professor, Dept. of Computer Science, Stevens Institute of Technology 2012 - Present
Selected Publications
Conference Proceedings
  1. C. Merck and S. Kleinberg. (2016). "Causal Explanation under Indeterminism", AAAI.
  2. C. Merck, C. Maher, M. Mirtchouk, M. Zheng, Y. Huang, and S. Kleinberg. (2016). "Multimodality Sensing for Eating Recognition", Pervasive Health.
  3. S. Kleinberg and N. Elhadad. (2013). "Lessons Learned in Replicating Data-Driven Experiments in Multiple Medical Systems and Patient Populations", AMIA Annual Symposium Proceedings.
  4. S. Kleinberg. (2013). "Causal Inference with Rare Events in Large-Scale Time-Series Data", Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI).
  5. S. Kleinberg. (2011). "A Logic for Causal Inference in Time Series with Discrete and Continuous Variables", International Joint Conference on Artificial Intelligence (IJCAI).
  6. S. Kleinberg and B. Mishra. (2009). "The Temporal Logic of Causal Structures", Conference on Uncertainty in Artificial Intelligence (UAI).
Books
  1. S. Kleinberg. (2015). Why: A Guide to Finding and Using Causes, O'Reilly Media.
  2. S. Kleinberg. (2012). Causality, Probability, and Time, Cambridge University Press.
Journals
  1. S. A. Rahman, Y. Huang, J. Claassen, N. Heintzman, and S. Kleinberg. (2015). "Combining Fourier and Lagged k-Nearest Neighbor Imputation for Biomedical Time Series Data", Journal of Biomedical Informatics.
  2. J. Claassen, A. Perotte, D. Albers, S. Kleinberg, J. M. Schmidt, B. Tu, N. Badjatia, H. Lantigua, L. J. Hirsch, S. A. Mayer, E. S. Connolly, and G. Hripcsak. (2013). "Nonconvulsive seizures after subarachnoid hemorrhage: Multimodal detection and outcomes", Annals of Neurology, 74.
  3. S. Kleinberg and G. Hripcsak. (2011). "A review of causal inference for biomedical informatics", Journal of Biomedical Informatics, 44 (6), 1102-1112.
Courses
  • CS 544 Health Informatics
  • CS 582 Causal Inference