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Samantha Kleinberg

Personal Webpage
Samantha Kleinberg

Assistant Professor

Email:

samantha.kleinberg@stevens.edu
Courses:
CS 544
CS 582
 

Schaefer School of Engineering & Science

Department:  

Computer Science

Program: 

Computer Science

Research Center:  

Bioinnovation / Center for Healthcare Innovation

Research & Education
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
Experience & Service
   
Appointments
Assistant Professor, Dept. of Computer Science, Stevens Institute of Technology 2012 - Present
Selected Publications
Conference Proceedings

  • S. Kleinberg and N. Elhadad. (2013). "Lessons Learned in Replicating Data-Driven Experiments in Multiple Medical Systems and Patient Populations", AMIA Annual Symposium Proceedings.


  • 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).


  • S. Kleinberg. (2011). "A Logic for Causal Inference in Time Series with Discrete and Continuous Variables", International Joint Conference on Artificial Intelligence (IJCAI).


  • S. Kleinberg and B. Mishra. (2010). "The Temporal Logic of Token Causes", International Conference on the Principles of Knowledge Repre- sentation and Reasoning (KR).


  • S. Kleinberg and B. Mishra. (2009). "The Temporal Logic of Causal Structures", Conference on Uncertainty in Artificial Intelligence (UAI).


  • Journals

  • 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.


  • S. Kleinberg and G. Hripcsak. (2011). "A review of causal inference for biomedical informatics", Journal of Biomedical Informatics, 44 (6), 1102-1112.


  • 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.


  • S. Kleinberg and B. Mishra. (2009). "Metamorphosis: the Coming Transformation of Translational Systems Biology", Queue, 7 (9), 40-52.


  • 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

  • S. Kleinberg. (2012). Causality, Probability, and Time, Cambridge University Press.


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