Matthew Plumlee
Assistant Professor
Industrial Engineering and Management Sciences
Northwestern University
Member, NAISE
papers
[google scholar]
There is a chance of odd entries as this is automatically generated, let me know if there are any issues figuring out how to access a paper.journal articles
- , "Improvements in storm surge surrogate modeling for synthetic storm parameterization, node condition classification and implementation to small size databases", Natural Hazards, 2021.
- , "Get on the BAND Wagon: a Bayesian framework for quantifying model uncertainties in nuclear dynamics", Journal of Physics G: Nuclear and Particle Physics, vol. 48, no. 7, pp. 072001, 2021.
- , "Robust System Design with Limited Experimental Data and an Inexact Simulation Model", SIAM/ASA Journal on Uncertainty Quantification, vol. 9, no. 2, pp. 483–506, 2021.
- , "Composite grid designs for adaptive computer experiments with fast inference", Biometrika, vol. 108, no. 3, pp. 749-755, 2021.
- , "Scalable adaptive batch sampling in simulation-based Design with heteroscedastic noise", Journal of Mechanical Design, vol. 143, no. 3, 2021.
- , "Latent variable Gaussian process models: A rank-based analysis and an alternative approach", International Journal for Numerical Methods in Engineering, vol. 122, no. 15, pp. 4007-4026, 2021.
- , "High-fidelity hurricane surge forecasting using emulation and sequential experiments", Annals of Applied Statistics, vol. 15, no. 1, pp. 460-480, 2021.
- , "Gradient-based criteria for sequential experiment design", Quality and Reliability Engineering International, vol. 37, no. 7, pp. 3084-3107, 2021.
- , "Plausible screening using functional properties for simulations with large solution spaces", Operations Research, 2021.
accepted - , "Integration of normative decision-making and batch sampling for global metamodeling", Journal of Mechanical Design, vol. 142, no. 3, 2020.
- , "Multiresolution functional ANOVA for large-scale, many-input computer experiments", Journal of the American Statistical Association, vol. 115, no. 530, pp. 908–919, 2020.
- , "Computer model calibration with confidence and consistency", Journal of the Royal Statistical Society: B, vol. 81, no. 3, pp. 519-545, 2019.
- , "Orthogonal Gaussian process models", Statistica Sinica, vol. 28, no. 2, pp. 601–619, 2018.
- , "Lifted Brownian kriging models", Technometrics, vol. 59, no. 2, pp. 165-177, 2017.
- , "Bayesian calibration of inexact computer models", Journal of the American Statistical Association, vol. 112, no. 519, pp. 1274-1285, 2017.
- , "Calibrating functional parameters in the ion channel models of cardiac cells", Journal of the American Statistical Association, vol. 111, no. 514, pp. 500-509, 2016.
- , "Fast prediction of deterministic functions using sparse grid experimental designs", Journal of the American Statistical Association, vol. 109, no. 508, pp. 1581-1591, 2014.
- , "Building accurate emulators for stochastic simulations via quantile kriging", Technometrics, vol. 56, no. 4, pp. 466–473, 2014.
Implementation done in `quantkriging` on CRAN by Kevin R. Quinlan and James R. Leek. - , "Gaussian process modeling for engineered surfaces with applications to Si wafer production", Stat, vol. 2, no. 1, pp. 159–170, 2013.
- , "Estimating spatial and temporal patterns of defects", Manufacturing Letters, vol. 1, no. 1, pp. 25–27, 2013.
- , "Comment: Alternative strategies for experimental design", Technometrics, vol. 55, no. 3, pp. 289–292, 2013.
in proceedings
- , "Calibration using emulation of filtered simulation results", In 2021 Winter Simulation Conference (WSC), 2021.
accepted - , "Flat chance! Using stochastic gradients to assess plausible optimality for convex functions", In 2021 Winter Simulation Conference (WSC), 2021.
accepted - , "Scalable adaptive batch sampling in simulation-based design with heteroscedastic noise", In ASME 2020 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, 2020.
- , "Revisiting subset selection", In 2020 Winter Simulation Conference (WSC), pp. 2972-2983, 2020.
- , "A method for probabilistic surge forecasting with high-fidelity models", In 34th Conference on Hurricanes and Tropical Meteorology, 2020.
- , "Plausible optima", In 2018 Winter Simulation Conference (WSC), pp. 1981–1992, 2018.
- , "Data-driven parameter calibration in wake models", In 2018 Wind Energy Symposium, pp. 2017, 2018.
- , "Gradient based criteria for sequential design", In 2018 Winter Simulation Conference (WSC), pp. 467–478, 2018.
- , "Improving prediction from stochastic simulation via model discrepancy learning", In 2017 Winter Simulation Conference (WSC), pp. 1808–1819, 2017.
- , "Learning stochastic model discrepancy", In 2016 Winter Simulation Conference (WSC), pp. 413–424, 2016.
- , "Stochastic parameterization to represent variability and extremes in climate modeling", pp. 1146–1155, 2014.
- , "Structural damage detection in a sandwich honeycomb composite rotor blade material using three-dimensional laser velocity measurements", In Annual Forum Proceedings-AHS International, pp. 2687–2696, 2009.
other catagories
- , "An uncertainty quantification method for inexact simulation models", Technical report, , 2017.
- , "Fast methods for identifying high dimensional systems using observations", PhD thesis, Georgia Institute of Technology, 2015.
last update: April, 2021