Curtis Storlie
Technical Staff
CCS-6: Statistical Sciences
Los Alamos National Laboratory
P.O. Box 1663, MS F600
Los Alamos, NM  87545

Phone: 505-665-1286
E-Mail: storlie@lanl.gov


Link to my CV
Research Interests

  • Nonparametric regression
  • Cyber Security
  • Uncertainty and sensitivity analysis for complex computer models
  • High performance computing reliability
Refereed Publications
  1. S Pakin, CB Storlie, M Lang, RE Fields III, EE Romero, C Idler, S Michalak, H Greenberg, J Loncaric, R heinheimer, G Grider, J Wendelberger (2012). Power Usage of Production Supercomputers and Production Workloads. The International Conference for High Performance Computing, Networking, Storage, and Analysis (in review).
  2. CB Storlie, M Fugate, D Higdon, A Huzurbazar, E Francois, and D McHugh (2012). Methods for Characterizing and Comparing Shock Wave Curves. Technometrics (in review).
  3. CB Storlie, S Vander Wiel, D Quist, B Anderson, C Hash, N Brown (2012). Stochastic Identification and Clustering of Malware with Dynamic Traces. Annals of Applied Statistics (in review).
  4. CB Storlie, BJ Reich, JC Helton, LP Swiler and CJ Sallaberry (2012). Analysis of Computationally Demanding Models with Continuous and Categorical Inputs. Reliability Engineering and System Safety (in review).
  5. B Anderson, D Quist, J Neil, CB Storlie, N Brown, and T Lane (2012). Integrating Multiple Data Sources for Improved Malware Classification. USENIX Security (in review).
  6. A Nosedal, CB Storlie (2012). Locally Adaptive Smoothing Splines via the Locally Adaptive COmponent Selection and Shrinkage Operator (LACOSSO). Journal of Computational and Graphical Statistics (in review).
  7. J Neil, CB Storlie, C Hash, A Brugh, and M Fisk (2012). Scan Statistics for the Online Identification of Locally Anomalous Subgraphs. Technometrics (in review).
  8. CB Storlie, SE Michalak, HM Quinn, AJ DuBois, SA Wender, DH DuBois (2012). A Bayesian Survival Analysis of Neutron Induced Errors in High Performance Computing Hardware. Journal of the American Statistical Association (in review).
  9. N Sumee, CB Storlie, and R Tarefder (2012). A Study of MEPDG Sensitivity Using Parametric Statistical Techniques. Journal of Computing in Civil Engineering (in review).
  10. SE Michalak, AJ DuBois, CB Storlie, HM Quinn, WN Rust, DH DuBois, DG Modl, A Manuzzato, and SP Blanchard (2012). Assessment of the Impact of Cosmic-Ray-Induced Neutrons on Hardware from the Roadrunner Supercomputer. IEEE Transactions on Device and Materials Reliability (in press).
  11. A Nosedal, CB Storlie, TCM Lee, R Christensen (2012). Reproducing Kernel Hilbert Spaces for Penalized Regression: A tutorial. The American Statistician (in press).
  12. M O'Brien and CB Storlie (2012). An Alternative Bilateral Refitting Model for Zooarchaeological Assemblages. Journal of Taphonomy (in press).
  13. N Sumee, CB Storlie, and R Tarefder (2012), A study of MEPDG Sensitivity Using Nonparametric Regression Procedures. Journal of Computing in Civil Engineering (in review).
  14. SE Michalak, AJ DuBois, CB Storlie, HM Quinn, WN Rust, DH DuBois, DG Modl, A Manuzzato, and SP Blanchard (2011). Neutron Beam Testing of High Performance Computing Hardware. 2011 IEEE Radiation Effects Data Workshop (REDW), 1-8.
  15. CB Storlie, J Hannig, and CM Lee (2011). Statistical Consistency of the Data Association Problem in Multiple Target Tracking.. Electronic Journal of Statistics 5,1227-1275.
  16. BJ Reich, E Kalendra, CB Storlie, HD Bondell, and M Fuentes (2011). Variable selection for high dimensional Bayesian density estimation: application to human exposure simulation. Journal of the Royal Statistical Society C (in review).
  17. B Anderson, D Quist, J Neil, CB Storlie, and T Lane (2011). Graph-Based Malware Detection Using Dynamic Analysis. Journal in Computer Virology. 7 (4), 247-258.
  18. H Djidjev, G Sandine, CB Storlie, and S Vander Wiel (2011). Graph Based Statistical Analysis of Network Traffic. Ninth Workshop on Mining and Learning with Graphs (MLG 2011).
  19. CB Storlie, HD Bondell, BJ Reich, and HH Zhang (2011). Surface Estimation, Variable Selection, and the Nonparametric Oracle Property. Statistica Sinica 21.
  20. CB Storlie, HD Bondell, and BJ Reich (2010). A Locally Adaptive Penalty for Estimation of Functions with Varying Roughness. Journal of Computational and Graphical Statistics 19 (3), 569-589.
  21. CB Storlie, LP Swiler, JC Helton, and CJ Sallaberry (2009). Implementation and Evaluation of Nonparametric Regression Procedures for Sensitivity Analysis of Computationally Demanding Models. Reliability Engineering and System Safety 94 (11), 1735-1763.
  22. BJ Reich, CB Storlie, and HD Bondell (2009). Variable Selection in Bayesian Smoothing Spline ANOVA Models: Application to Deterministic Computer Codes. Technometrics 51 (2), 110-120.
  23. CB Storlie, CM Lee, J Hannig, and D Nychka (2009). Tracking of Multiple Merging and Splitting Targets: A Statistical Perspective (with discussion). Statistica Sinica 19 (1), 1-52.
  24. CB Storlie and JC Helton (2007). Multiple Predictor Smoothing Methods for Sensitivity Analysis: Description of Techniques.. Reliability Engineering and System Safety 93 (1), 28-54.
  25. CB Storlie and JC Helton (2007). Multiple Predictor Smoothing Methods for Sensitivity Analysis: Example Results. Reliability Engineering and System Safety 93 (1), 55-77.
  26. JC Helton, JD Johnson, WL Oberkampf, and CB Storlie (2007). A Sampling-Based Computational Strategy for the Representation of Epistemic Uncertainty in Model Predictions with Evidence Theory. Special issue of Computer Methods In Applied Mechanics and Engineering 196, 3980-3998.
  27. JC Helton, JD Johnson, CJ Sallaberry, and CB Storlie (2006). Survey of Sampling-Based Methods for Uncertainty and Sensitivity Analysis. Reliability Engineering and System Safety, 91, 1175-1209.
  28. CB Storlie and JC Helton (2005). Multiple Predictor Smoothing Methods for Sensitivity Analysis. Winter Simulation Conference 2005, 231-239.
  29. CB Storlie, CM Lee, D Nychka, B Whichter, C Davis, J Weiss (2004). Identifying and Tracking Turbulence Structures. Proceedings of the 38th Asilomar Conference on Signals, Systems, and Computers, 2, 1700 - 1704.
Software

Education
  • Colorado State University, Fort Collins, CO
    Graduated in Fall 2005 with a PhD in Statistics
    Advisers: Thomas Lee and Jan Hannig
  • Arizona State University, Tempe, AZ
    Graduated in May 2000 with an MS in Statistics
  • Saint Olaf College, Northfield, MN
    Graduated in May 1997 with a BA in Math

Other Links
CCS-6: Statistical Sciences       Los Alamos National Laboratory      P.O. Box 1663, MS F600     Los Alamos, NM 87545