Data Science; Verification, Validation, and Uncertainty Quantification; Computational Statistics
Education
Ph.D., Computer Engineering
Binghamton University
B.S., M.S., Electrical Engineering
Penn State University
Positions
- Present | Scientist
Professional Societies
IEEE
ACM
ASA
Publications
[Gattiker, JR * Lawrence, E * Higdon, D], "Analysis of multi-domain complex simulation studies", Lecture Notes in Computer Science, Vol.3982, p.1153-1162, 2006.
[Burr, T. * Gattiker, J.R. * Myers, K. * Tompkins, G.], "Alarm criteria in radiation portal monitoring", Applied Radiation and Isotopes, Vol.65, iss.5, p.569-580, May 2007.
[Higdon, D * Gattiker, J * Williams, B * Rightley, M], "Computer model calibration using high-dimensional output", JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol.103, iss.482, p.570-583, JUN 2008.
[Gattiker, J.R. * Burr, T.], "Bayesian estimation of the source and suppression effects in vehicle radiation signatures", Journal of Nuclear Materials Management, Vol.37, iss.3, p.14-24, Spring 2009.
[Ma, Po-Lun * Gattiker, James R. * Liu, Xiaohong * Rasch, Philip J.], "A novel approach for determining source-receptor relationships in model simulations: a case study of black carbon transport in northern hemisphere winter", ENVIRONMENTAL RESEARCH LETTERS, Vol.8, iss.2, p.024042, APR-JUN 2013.
[McNeall, D. J. * Challenor, P. G. * Gattiker, J. R. * Stone, E. J.], "The potential of an observational data set for calibration of a computationally expensive computer model", GEOSCIENTIFIC MODEL DEVELOPMENT, Vol.6, iss.5, p.1715-1728, 2013.
[Higdon, Dave * Gattiker, Jim * Lawrence, Earl * Pratola, Matt * Jackson, Charles * Tobis, Michael * Habib, Salman * Heitmann, Katrin * Price, Steve], "Computer Model Calibration Using the Ensemble Kalman Filter", TECHNOMETRICS, Vol.55, iss.4, p.488-500, NOV 2013.
[Pratola, Matthew T. * Chipman, Hugh A. * Gattiker, James R. * Higdon, David M. * McCulloch, Robert * Rust, William N.], "Parallel Bayesian Additive Regression Trees", JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, Vol.23, iss.3, p.830-852, SEP 2014.
