faculty-profile

Samantha Kleinberg

ASSISTANT PROFESSOR
Email: samantha.kleinberg@stevens.edu
Website
School:  Schaefer School of Engineering & Science
Department:  Computer Science
Program:  Computer Science
Research Center:  Bioinnovation / Center for Healthcare Innovation
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. S. Kleinberg and N. Elhadad. (2013). "Lessons Learned in Replicating Data-Driven Experiments in Multiple Medical Systems and Patient Populations", AMIA Annual Symposium Proceedings.
  2. 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).
  3. S. Kleinberg. (2011). "A Logic for Causal Inference in Time Series with Discrete and Continuous Variables", International Joint Conference on Artificial Intelligence (IJCAI).
  4. S. Kleinberg and B. Mishra. (2010). "The Temporal Logic of Token Causes", International Conference on the Principles of Knowledge Repre- sentation and Reasoning (KR).
  5. S. Kleinberg and B. Mishra. (2009). "The Temporal Logic of Causal Structures", Conference on Uncertainty in Artificial Intelligence (UAI).
Journals
  1. 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.
  2. S. Kleinberg and G. Hripcsak. (2011). "A review of causal inference for biomedical informatics", Journal of Biomedical Informatics, 44 (6), 1102-1112.
  3. A. Mitrofanova, S. Kleinberg, J. Carlton, S. Kasif, and B. Mishra. (2010). "redicting Malaria Interactome Classifications from Time-Course Transcriptomic Data along the Intra-Erythrocytic Developmental Cycle", Artificial Intelligence in Medicine, 49 (3), 167-176.
  4. S. Kleinberg and B. Mishra. (2009). "Metamorphosis: the Coming Transformation of Translational Systems Biology", Queue, 7 (9), 40-52.
  5. S. Kleinberg, K. Casey, and B. Mishra. (2007). "Systems Biology via Redescription and Ontologies (I): Finding Phase Changes With Applications to Malaria Temporal Data", Systems and Synthetic Biology, 1 (4), 197-205.
Books
  1. S. Kleinberg. (2012). Causality, Probability, and Time, Cambridge University Press.
Courses
  • CS 544 Health Informatics
  • CS 582 Causal Inference