Will Kleiber

About Me

I am an Assistant Professor in the Department of Applied Mathematics at the University of Colorado at Boulder. Between 2010 and 2012, I was a Post-Graduate Scientist with the Institute for Mathematics Applied to Geosciences at the National Center for Atmospheric Research. I received my Ph.D. in Statistics from the University of Washington. My current research interests include multivariate process modeling, calibration and emulation of large geophysical computer models and stochastic modeling of physical systems.

Recent publications (CV)

Hering, H., Kazor, K. and Kleiber, W. (2015). A Markov-Switching Vector Autoregressive Stochastic Wind Generator for Multiple Spatial and Temporal Scales. Resources, in press.

Kleiber, W. and Nychka, D. (2015). Equivalent Kriging. Spatial Statistics, in press.

Genton, M.G. and Kleiber, W. (2015). Cross-Covariance Functions for Multivariate Geostatistics. (With Discussion). Statistical Science, in press.

Verdin, A., Rajagopalan, B., Kleiber, W. and Funk, C. (2015). A Bayesian Kriging Approach for Blending Satellite and Ground Precipitation Observations. Water Resources Research, in press.

Kleiber, W. and Porcu, E. (2015). Nonstationary Matrix Covariances: Compact Support, Long Range Dependence and Quasi-Arithmetic Constructions. Stochastic Environmental Research and Risk Assessment, 29, 193-204.

Verdin, A., Rajagopalan, B., Kleiber, W. and Katz, R.W. (2015). Coupled Stochastic Weather Generation Using Spatial and Generalized Linear Models. Stochastic Environmental Research and Risk Assessment, 29, 347-356.

Heaton, M.J., Kleiber, W., Sain, S.R. and Wiltberger, M. (2015). Emulating and Calibrating the Multiple-Fidelity Lyon-Fedder-Mobarry Magnetosphere-Ionosphere Coupled Computer Model. Journal of the Royal Statistical Society, Series C, 64, 93-113.

Kleiber, W., Sain, S. and Wiltberger, M. (2014). Model Calibration via Deformation. SIAM/ASA Journal on Uncertainty Quantification, 2, 545-563, doi:10.1137/130935367.

Kleiber, W., Sain, S.R., Heaton, M.J., Wiltberger, M., Reese, C.S. and Bingham, D. (2013). Parameter Tuning for a Multi-Fidelity Dynamical Model of the Magnetosphere. Annals of Applied Statistics, 7, 1286-1310.

Kleiber, W., Katz, R.W. and Rajagopalan, B. (2013). Daily Minimum and Maximum Temperature Simulation over Complex Terrain. Annals of Applied Statistics, 7, 588-612, doi:10.1214/12-AOAS602.

Kleiber, W. and Genton, M.G. (2013). Spatially Varying Cross-Correlation Coefficients in the Presence of Nugget Effects. Biometrika, 100, 213-220, doi:10.1093/biomet/ass057.

Kleiber, W. and Nychka, D.W. (2012). Nonstationary Modeling for Multivariate Spatial Processes. Journal of Multivariate Analysis, 112, 76-91.

Kleiber, W., Katz, R.W. and Rajagopalan, B. (2012). Daily Spatio-Temporal Precipitation Simulation Using Latent and Transformed Gaussian Processes. Water Resources Research, doi:10.1029/2011WR011105.

Kleiber, W., Raftery, A.E. and Gneiting, T. (2011). Geostatistical Model Averaging for Locally Calibrated Probabilistic Quantitative Precipitation Forecasting. Journal of the American Statistical Association, 106, 1291-1303.

Kleiber, W., Raftery, A.E., Baars, J., Gneiting, T., Mass, C.F. and Grimit, E. (2011). Locally Calibrated Probabilistic Temperature Forecasting Using Geostatistical Model Averaging and Local Bayesian Model Averaging. Monthly Weather Review, 139, 2630-2649.

Gneiting, T., Kleiber, W. and Schlather, M. (2010). Matérn Cross-Covariance Functions for Multivariate Random Fields. Journal of the American Statistical Association, 105, 1167-1177.

Contact Information

Mailing address:
William Kleiber, Ph.D.
Department of Applied Mathematics
526 UCB
University of Colorado
Boulder, CO 80309-0526

Email: william.kleiber "at" colorado "dot" edu
Office Phone: 303-492-4273
Office Location: 326 ECOT