Curtis Storlie, PhD

  • 2016 Citations
  • 18 Scopus h-Index
20042019
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Research Output 2004 2019

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Article
2019

A Bayesian Approach to Multistate Hidden Markov Models: Application to Dementia Progression

Williams, J. P., Storlie, C., Therneau, T. M., Jr, C. R. J. & Hannig, J., Jan 1 2019, In : Journal of the American Statistical Association.

Research output: Contribution to journalArticle

Dementia
Multi-state
Progression
Bayesian Approach
Markov Model
2 Citations (Scopus)
Spinal Fusion
Registries
Area Under Curve
Clinical Decision Support Systems
Patient Readmission
Quality of service
Monitoring
Control systems

Modeling material stress using integrated Gaussian Markov random fields

Marcy, P. W., Vander Wiel, S. A., Storlie, C. B., Livescu, V. & Bronkhorst, C. A., Jan 1 2019, (Accepted/In press) In : Journal of Applied Statistics.

Research output: Contribution to journalArticle

Gaussian Markov Random Field
Modeling
Latent Process
Auxiliary Variables
Grain Boundary

Obesity and survival among a cohort of breast cancer patients is partially mediated by tumor characteristics

Blair, C. K., Wiggins, C. L., Nibbe, A. M., Storlie, C. B., Prossnitz, E. R., Royce, M., Lomo, L. C. & Hill, D. A., Dec 1 2019, In : npj Breast Cancer. 5, 1, 33.

Research output: Contribution to journalArticle

Open Access
Obesity
Breast Neoplasms
Survival
Neoplasms
Confidence Intervals

Prediction and Inference With Missing Data in Patient Alert Systems

Storlie, C., Therneau, T. M., Carter, R. E., Chia, N. D., Bergquist, J. R., Huddleston, J. M. & Romero-Brufau, S., Jan 1 2019, In : Journal of the American Statistical Association.

Research output: Contribution to journalArticle

Missing Data
Predictors
Prediction
Imputation
Uncertainty
1 Citation (Scopus)
Skilled Nursing Facilities
Patient Readmission
Subacute Care
Hospitalization
Area Under Curve
2018
6 Citations (Scopus)

Assessing the Safety of Overlapping Surgery at a Children's Hospital

Hyder, J. A., Hanson, K. T., Storlie, C., Madde, N. R., Brown, M. J., Kor, D. J., Potter, D. D., Cima, R. R. & Habermann, E. B., Aug 1 2018, In : Annals of Surgery. 268, 2, p. e24-e27

Research output: Contribution to journalArticle

Safety
Length of Stay
Mortality
Pediatrics
Inpatients
4 Citations (Scopus)

Autism Spectrum Disorder: Incidence and Time Trends Over Two Decades in a Population-Based Birth Cohort

Myers, S. M., Voigt, R. G., Colligan, R. C., Weaver, A. L., Storlie, C., Stoeckel, R. E., Port, J. D. & Katusic, S. K., Jan 1 2018, (Accepted/In press) In : Journal of Autism and Developmental Disorders.

Research output: Contribution to journalArticle

Parturition
Incidence
Population
Autism Spectrum Disorder
Documentation
3 Citations (Scopus)

Clustering and variable selection in the presence of mixed variable types and missing data

Storlie, C., Myers, S. M., Katusic, S. K., Weaver, A. L., Voigt, R. G., Croarkin, P. E., Stoeckel, R. E. & Port, J. D., Aug 30 2018, In : Statistics in Medicine. 37, 19, p. 2884-2899 16 p.

Research output: Contribution to journalArticle

Variable Selection
Missing Data
Cluster Analysis
Clustering
Discrete Variables
Boidae
Skilled Nursing Facilities
Technology
Delivery of Health Care
Patient Readmission
1 Citation (Scopus)

Prediction of individual outcomes for asthma sufferers

Storlie, C., Megan, E. B., Michael, R. G., Nilay, D. S. & Matthew, A. R., Oct 1 2018, In : Biostatistics. 19, 4, p. 579-593 15 p.

Research output: Contribution to journalArticle

Asthma
Prognosis
Prediction
Multivariate Response
Latent Process
Metformin
Medical problems
Type 2 Diabetes Mellitus
Learning systems
Classifiers
2017
4 Citations (Scopus)

Comparative analysis of arteriovenous malformation grading scales in predicting outcomes after stereotactic radiosurgery

Pollock, B. E., Storlie, C., Link, M. J., Stafford, S. L., Garces, Y. I. & Foote, R. L., Mar 1 2017, In : Journal of Neurosurgery. 126, 3, p. 852-858 7 p.

Research output: Contribution to journalArticle

Radiosurgery
Arteriovenous Malformations
Linear Models
Protons
Intracranial Hemorrhages
Cluster Analysis
Blood Transfusion
Comparative Effectiveness Research
Propensity Score
Random Allocation
8 Citations (Scopus)

Incidence and management of late adverse radiation effects after arteriovenous malformation radiosurgery

Pollock, B. E., Link, M. J., Branda, M. E. & Storlie, C., Dec 1 2017, In : Clinical Neurosurgery. 81, 6, p. 928-934 7 p.

Research output: Contribution to journalArticle

Radiosurgery
Arteriovenous Malformations
Radiation Effects
Incidence
Cysts
6 Citations (Scopus)
Confidence Intervals
Breast Neoplasms
Drug Therapy
Neoplasm Staging
Neoplasms
2 Citations (Scopus)

Measuring the impact of ambulatory red blood cell transfusion on home functional status: Study protocol for a pilot randomized controlled trial

Murphree, D. H., Kinard, T. N., Khera, N. D., Storlie, C., Ngufor, C., Upadhyaya, S., Pathak, J., Fortune, E., Jacob, E. K., Carter, R. E., Poterack, K. A. & Kor, D. J., Mar 31 2017, In : Trials. 18, 1, 153.

Research output: Contribution to journalArticle

Erythrocyte Transfusion
Randomized Controlled Trials
Accelerometry
Equipment and Supplies
Energy Metabolism
2 Citations (Scopus)

Spatiotemporal Modeling of Node Temperatures in Supercomputers

Storlie, C., Reich, B. J., Rust, W. N., Ticknor, L. O., Bonnie, A. M., Montoya, A. J. & Michalak, S. E., Jan 2 2017, In : Journal of the American Statistical Association. 112, 517, p. 92-108 17 p.

Research output: Contribution to journalArticle

Spatio-temporal Modeling
Supercomputer
Cooling
Vertex of a graph
Gaussian Markov Random Field

Trends of 30-day hospital readmissions among patients discharged to skilled nursing facilities from an academic practice

Chandra, A., Takahashi, P. Y., Hanson, G. J., Sneve, A., Rahman, P. & Storlie, C., Nov 1 2017, In : Annals of Long-Term Care. 25, 6

Research output: Contribution to journalArticle

Patient Protection and Affordable Care Act
Skilled Nursing Facilities
Patient Readmission
Tertiary Care Centers
Health Personnel
5 Citations (Scopus)

Upscaling Uncertainty with Dynamic Discrepancy for a Multi-Scale Carbon Capture System

Bhat, K. S., Mebane, D. S., Mahapatra, P. & Storlie, C., Oct 2 2017, In : Journal of the American Statistical Association. 112, 520, p. 1453-1467 15 p.

Research output: Contribution to journalArticle

Upscaling
Discrepancy
Carbon
Uncertainty
Uncertainty Quantification
2016
9 Citations (Scopus)

A frequentist approach to computer model calibration

Wong, R. K. W., Storlie, C. & Lee, T. C. M., 2016, (Accepted/In press) In : Journal of the Royal Statistical Society. Series B: Statistical Methodology.

Research output: Contribution to journalArticle

Model Calibration
Computer Model
Discrepancy
Parameterization
Uncertainty Quantification
11 Citations (Scopus)

Hierarchical calibration and validation of computational fluid dynamics models for solid sorbent-based carbon capture

Lai, C., Xu, Z., Pan, W., Sun, X., Storlie, C., Marcy, P., Dietiker, J. F., Li, T. & Spenik, J., Jan 1 2016, In : Powder Technology. 288, p. 388-406 19 p.

Research output: Contribution to journalArticle

Carbon capture
Sorbents
Dynamic models
Computational fluid dynamics
Calibration
2 Citations (Scopus)
Adenocarcinoma
Cohort Studies
Databases
Carcinoma
Neoplasms
23 Citations (Scopus)

Implications of CA19-9 elevation for survival, staging, and treatment sequencing in intrahepatic cholangiocarcinoma: A national cohort analysis

Bergquist, J. R., Ivanics, T., Storlie, C., Groeschl, R. T., Tee, M. C., Habermann, E. B., Smoot, R. L., Kendrick, M. L., Farnell, M. B., Roberts, L. R., Gores, G. J., Nagorney, D. M. & Truty, M., Sep 15 2016, In : Journal of Surgical Oncology. 114, 4, p. 475-482 8 p.

Research output: Contribution to journalArticle

Cholangiocarcinoma
Cohort Studies
Survival
Therapeutics
Reference Values
5 Citations (Scopus)

Power usage of production supercomputers and production workloads

Pakin, S., Storlie, C., Lang, M., Fields, R. E., Romero, E. E., Idler, C., Michalak, S., Greenberg, H., Loncaric, J., Rheinheimer, R., Grider, G. & Wendelberger, J., Feb 1 2016, In : Concurrency Computation Practice and Experience. 28, 2, p. 274-290 17 p.

Research output: Contribution to journalArticle

Supercomputers
Supercomputer
Workload
Nameplates
Rack
44 Citations (Scopus)

Safety of Overlapping Surgery at a High-volume Referral Center

Hyder, J. A., Hanson, K. T., Storlie, C., Glasgow, A., Madde, N. R., Brown, M. J., Kor, D. J., Cima, R. R. & Habermann, E. B., Dec 5 2016, (Accepted/In press) In : Annals of Surgery.

Research output: Contribution to journalArticle

Referral and Consultation
Safety
Length of Stay
Registries
Mortality
2015
9 Citations (Scopus)

Attack chain detection

Sexton, J., Storlie, C. & Neil, J., Oct 1 2015, In : Statistical Analysis and Data Mining. 8, 5-6, p. 353-363 11 p.

Research output: Contribution to journalArticle

Attack
Detectors
Detector
Telecommunication networks
Network Communication
18 Citations (Scopus)

Calibration of Computational Models With Categorical Parameters and Correlated Outputs via Bayesian Smoothing Spline ANOVA

Storlie, C., Lane, W. A., Ryan, E. M., Gattiker, J. R. & Higdon, D. M., Jan 2 2015, In : Journal of the American Statistical Association. 110, 509, p. 68-82 15 p.

Research output: Contribution to journalArticle

Smoothing Splines
Categorical
Computational Model
Calibration
Output
2 Citations (Scopus)

Malware Detection Using Nonparametric Bayesian Clustering and Classification Techniques

Kao, Y., Reich, B., Storlie, C. & Anderson, B., Oct 2 2015, In : Technometrics. 57, 4, p. 535-546 12 p.

Research output: Contribution to journalArticle

Bayesian Nonparametrics
Malware
Dirichlet Process
Mixture Model
Process Model
2 Citations (Scopus)

Subroutine based detection of APT malware

Sexton, J., Storlie, C. & Anderson, B., Dec 21 2015, (Accepted/In press) In : Journal of Computer Virology and Hacking Techniques. p. 1-9 9 p.

Research output: Contribution to journalArticle

Subroutines
Malware
Classifiers
2 Citations (Scopus)

Using advanced modeling to accelerate the scale-up of carbon capture technologies

Miller, D. C., Sun, X., Storlie, C. & Bhattacharyya, D., Jun 1 2015, Power Engineering, 119, 6.

Research output: Contribution to specialist publicationArticle

2014
5 Citations (Scopus)

Automating reverse engineering with machine learning techniques

Anderson, B., Storlie, C., Yates, M. & McPhall, A., Nov 7 2014, In : Unknown Journal. 2014-November, November, p. 103-112 10 p.

Research output: Contribution to journalArticle

Reverse engineering
Subroutines
Learning systems
Engineers
Support vector machines
48 Citations (Scopus)

Carbon capture simulation initiative: A case study in multiscale modeling and new challenges

Miller, D. C., Syamlal, M., Mebane, D. S., Storlie, C., Bhattacharyya, D., Sahinidis, N. V., Agarwal, D., Tong, C., Zitney, S. E., Sarkar, A., Sun, X., Sundaresan, S., Ryan, E., Engel, D. & Dale, C., 2014, In : Annual Review of Chemical and Biomolecular Engineering. 5, p. 301-323 23 p.

Research output: Contribution to journalArticle

Carbon capture
Process control
Computational fluid dynamics
Risk analysis
Dynamic models
19 Citations (Scopus)

Numerical modeling and uncertainty quantification of a bubbling fluidized bed with immersed horizontal tubes

Lane, W. A., Storlie, C., Montgomery, C. J. & Ryan, E. M., Feb 2014, In : Powder Technology. 253, p. 733-743 11 p.

Research output: Contribution to journalArticle

Fluidized beds
Drag
Computational fluid dynamics
Friction
Sensitivity analysis
13 Citations (Scopus)

Stochastic identification of Malware with dynamic traces

Storlie, C., Anderson, B., Wiel, S. V., Quist, D., Hash, C. & Brown, N., 2014, In : Annals of Applied Statistics. 8, 1, p. 1-18 18 p.

Research output: Contribution to journalArticle

Malware
Trace
Logistic Regression Model
Transition Matrix
Signature Scheme
1 Citation (Scopus)

Study of MEPDG sensitivity using nonparametric regression procedures

Tarefder, R. A., Sumee, N. & Storlie, C., Jan 2014, In : Journal of Computing in Civil Engineering. 28, 1, p. 134-144 11 p.

Research output: Contribution to journalArticle

Asphalt concrete
Pavements
Trucks
Sensitivity analysis
Surface roughness
2013
6 Citations (Scopus)

A Bayesian reliability analysis of neutron-induced errors in high performance computing hardware

Storlie, C., Michalak, S. E., Quinn, H. M., DuBois, A. J., Wender, S. A. & DuBois, D. H., 2013, In : Journal of the American Statistical Association. 108, 502, p. 429-440 12 p.

Research output: Contribution to journalArticle

Soft Error
Reliability Analysis
Bayesian Analysis
Neutron
High Performance
23 Citations (Scopus)

Analysis of computationally demanding models with continuous and categorical inputs

Storlie, C., Reich, B. J., Helton, J. C., Swiler, L. P. & Sallaberry, C. J., 2013, In : Reliability Engineering and System Safety. 113, 1, p. 30-41 12 p.

Research output: Contribution to journalArticle

Metamodel
Categorical
Computational Model
Model
Output
5 Citations (Scopus)

Methods for characterizing and comparing populations of shock wave curves

Storlie, C., Fugate, M. L., Higdon, D. M., Huzurbazar, A. V., Francois, E. G. & McHugh, D. C., Nov 1 2013, In : Technometrics. 55, 4, p. 436-449 14 p.

Research output: Contribution to journalArticle

Shock Waves
Shock waves
Streak cameras
Curve
Hemisphere
61 Citations (Scopus)

Scan statistics for the online detection of locally anomalous subgraphs

Neil, J., Hash, C., Brugh, A., Fisk, M. & Storlie, C., Nov 1 2013, In : Technometrics. 55, 4, p. 403-414 12 p.

Research output: Contribution to journalArticle

Scan Statistic
Anomalous
Time series
Subgraph
Anomaly
39 Citations (Scopus)

Transport, zwitterions, and the role of water for CO2 adsorption in mesoporous silica-supported amine sorbents

Mebane, D. S., Kress, J. D., Storlie, C., Fauth, D. J., Gray, M. M. L. & Li, K., Dec 19 2013, In : Journal of Physical Chemistry C. 117, 50, p. 26617-26627 11 p.

Research output: Contribution to journalArticle

zwitterions
sorbents
Sorbents
Silicon Dioxide
Amines
2012
26 Citations (Scopus)

Assessment of the impact of cosmic-ray-induced neutrons on hardware in the roadrunner supercomputer

Michalak, S. E., DuBois, A. J., Storlie, C., Quinn, H. M., Rust, W. N., DuBois, D. H., Modl, D. G., Manuzzato, A. & Blanchard, S. P., 2012, In : IEEE Transactions on Device and Materials Reliability. 12, 2, p. 445-454 10 p., 6193419.

Research output: Contribution to journalArticle

Cosmic rays
Supercomputers
Computer hardware
Microprocessor chips
Neutrons
8 Citations (Scopus)

Reproducing kernel Hilbert spaces for penalized regression: A tutorial

Nosedal-Sanchez, A., Storlie, C., Lee, T. C. M. & Christensen, R., 2012, In : American Statistician. 66, 1, p. 50-60 11 p.

Research output: Contribution to journalArticle

Penalized Regression
Reproducing Kernel Hilbert Space
Minimization Problem
Statistical Estimation
Smoothing Splines
3 Citations (Scopus)

Variable selection for high dimensional Bayesian density estimation: Application to human exposure simulation

Reich, B. J., Kalendra, E., Storlie, C., Bondell, H. D. & Fuentes, M., Jan 2012, In : Journal of the Royal Statistical Society. Series C: Applied Statistics. 61, 1, p. 47-66 20 p.

Research output: Contribution to journalArticle

Bayesian Estimation
Density Estimation
Variable Selection
High-dimensional
Simulation
2011
111 Citations (Scopus)

Graph-based malware detection using dynamic analysis

Anderson, B., Quist, D., Neil, J., Storlie, C. & Lane, T., Nov 2011, In : Journal in Computer Virology. 7, 4, p. 247-258 12 p.

Research output: Contribution to journalArticle

Dynamic analysis
Computer viruses
Packers
Viruses
Markov processes
1 Citation (Scopus)

Statistical consistency of the data association problem in multiple target tracking

Storlie, C., Hannig, J. & Lee, T. C. M., 2011, In : Electronic Journal of Statistics. 5, p. 1227-1275 49 p.

Research output: Contribution to journalArticle

Multiple Target Tracking
Data Association
Moving Objects
Merging
Target
59 Citations (Scopus)

Surface estimation, variable selection, and the nonparametric oracle property

Storlie, C., Bondell, H. D., Reich, B. J. & Zhang, H. H., Apr 2011, In : Statistica Sinica. 21, 2, p. 679-705 27 p.

Research output: Contribution to journalArticle

Oracle Property
Selection Procedures
Variable Selection
Estimator
Smoothing Splines
2010
10 Citations (Scopus)

A locally adaptive penalty for estimation of functionswith varying roughness

Storlie, C., Bondell, H. D. & Reich, B. J., Sep 2010, In : Journal of Computational and Graphical Statistics. 19, 3, p. 569-589 21 p.

Research output: Contribution to journalArticle

Roughness
Spline
Penalty
Smoothing Splines
Curvature
2009
215 Citations (Scopus)

Implementation and evaluation of nonparametric regression procedures for sensitivity analysis of computationally demanding models

Storlie, C., Swiler, L. P., Helton, J. C. & Sallaberry, C. J., Nov 2009, In : Reliability Engineering and System Safety. 94, 11, p. 1735-1763 29 p.

Research output: Contribution to journalArticle

Nonparametric Regression
Sensitivity analysis
Sensitivity Analysis
Evaluation
Metamodel