Personalized Medicine

NC State

Works Published in 2022

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Displaying works 1 - 20 of 24 in total

Sorted by most recent date added to the index first, which may not be the same as publication date order.

2022 journal article

Modeling the Impact of Nonpharmaceutical Interventions on COVID-19 Transmission in K-12 Schools

MDM POLICY & PRACTICE, 7(2).

By: Y. Zhang n, M. Mayorga, J. Ivy, K. Lich* & J. Swann

author keywords: SEIR model; infectious disease; in-school testing; contact reduction; masking
Sources: Web Of Science, ORCID
Added: February 27, 2023

2022 article

Statistical Learning for Individualized Asset Allocation

Ding, Y., Li, Y., & Song, R. (2022, November 18). JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol. 11.

By: Y. Ding*, Y. Li & R. Song

author keywords: Continuous-action decision-making; High-dimensional statistical learning; Individualization; Penalized regression
Sources: Web Of Science, ORCID
Added: December 19, 2022

2022 article

Organizational decision-making during COVID-19: A qualitative analysis of the organizational decision-making system in the United States during COVID-19

Johnson, K., Biddell, C. B. B., Hecht, H. K. K., Lich, K. H. H., Swann, J., Delamater, P., … Patel, M. D. D. (2022, November 18). JOURNAL OF CONTINGENCIES AND CRISIS MANAGEMENT, Vol. 11.

By: K. Johnson*, C. Biddell*, H. Hecht*, K. Lich*, J. Swann, P. Delamater*, M. Mayorga, J. Ivy, R. Smith*, M. Patel*

author keywords: COVID-19; decision science; systems science; organizational behaviour
Sources: Web Of Science, ORCID
Added: December 12, 2022

2022 journal article

Septic shock prediction and knowledge discovery through temporal pattern mining

ARTIFICIAL INTELLIGENCE IN MEDICINE, 132.

By: J. Agor*, R. Li & O. Ozaltin

author keywords: Temporal pattern mining; Sepsis; Electronic health records; Prediction; Pattern selection
Sources: Web Of Science, ORCID
Added: October 17, 2022

2022 article

Off-Policy Confidence Interval Estimation with Confounded Markov Decision Process

Shi, C., Zhu, J., Ye, S., Luo, S., Zhu, H., & Song, R. (2022, October 3). JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol. 10.

By: C. Shi, J. Zhu, S. Ye, S. Luo, H. Zhu & R. Song

author keywords: Infinite horizons; Off-policy evaluation; Reinforcement learning; Ridesourcing platforms; Statistical inference; Unmeasured confounders
Sources: Web Of Science, ORCID
Added: October 17, 2022

2022 article

Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons

Shi, C., Luo, S., Le, Y., Zhu, H., & Song, R. (2022, September 22). JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol. 9.

By: C. Shi*, S. Luo*, Y. Le*, H. Zhu* & R. Song

author keywords: Advantage learning; Infinite horizons; Mobile health applications; Rate of convergence; Reinforcement learning
Sources: Web Of Science, ORCID
Added: October 11, 2022

2022 article

Group sequential methods for interim monitoring of randomized clinical trials with time-lagged outcome

Tsiatis, A. A., & Davidian, M. (2022, September 18). STATISTICS IN MEDICINE, Vol. 9.

author keywords: augmented inverse probability weighting; early stopping; influence function; proportion of information
Sources: Web Of Science, ORCID
Added: October 3, 2022

2022 article

Interpretable models for the automated detection of human trafficking in illicit massage businesses

Tobey, M., Li, R., Ozaltin, O. Y., Mayorga, M. E., & Caltagirone, S. (2022, August 28). IISE TRANSACTIONS, Vol. 8.

By: M. Tobey, R. Li, O. Ozaltin, M. Mayorga & S. Caltagirone*

author keywords: Human trafficking; illicit massage; interpretable machine learning; risk scores; decision trees
Sources: Web Of Science, ORCID
Added: September 26, 2022

2022 journal article

Cross-sector decision landscape in response to COVID-19: A qualitative network mapping analysis of North Carolina decision-makers

FRONTIERS IN PUBLIC HEALTH, 10.

By: C. Biddell*, K. Johnson, M. Patel, R. Smith, H. Hecht, J. Swann, M. Mayorga, K. Lich

author keywords: COVID-19; community health; cross-sector collaboration; decision-making; crisis response
Sources: Web Of Science, ORCID
Added: September 12, 2022

2022 journal article

Assessing the impact of multicomponent interventions on colorectal cancer screening through simulation: What would it take to reach national screening targets in North Carolina

PREVENTIVE MEDICINE, 162.

By: K. Hicklin*, . Meghan C. O'Leary*, S. Nambiar*, M. Mayorga, S. Wheeler*, M. Davis*, L. Richardson*, F. Tangka*, K. Lich*

author keywords: Simulation; Modeling; Colorectal cancer screening; Multicomponent interventions; Population -level outcomes; Targets
Sources: Web Of Science, ORCID
Added: August 22, 2022

2022 journal article

Learning a deep dual-level network for robust DeepFake detection

PATTERN RECOGNITION, 130.

By: W. Pu*, J. Hu, X. Wang, Y. Li, S. Hu, B. Zhu, R. Song, Q. Song, . Wu, S. Lyu

author keywords: DeepFake detection; Multitask learning; Imbalanced learning; AUC optimization
Sources: Web Of Science, ORCID
Added: August 15, 2022

2022 article

A general framework for subgroup detection via one-step value difference estimation

Johnson, D., Lu, W., & Davidian, M. (2022, August 2). BIOMETRICS, Vol. 8.

author keywords: exceptional law; optimal treatment rule; precision medicine; subgroup test; survival analysis; value function
Sources: Web Of Science, ORCID
Added: August 15, 2022

2022 article

Managing Product Transitions: A Bilevel Programming Approach

Khorramfar, R., Ozaltin, O. Y., Kempf, K. G., & Uzsoy, R. (2022, June 30). INFORMS JOURNAL ON COMPUTING, Vol. 6, pp. 1–17.

author keywords: product transitions; bilevel programming; constraint and column generation; generalized Nash equilibrium
Sources: Web Of Science, ORCID
Added: July 26, 2022

2022 article

Transformation-Invariant Learning of Optimal Individualized Decision Rules with Time-to-Event Outcomes

Zhou, Y., Wang, L., Song, R., & Zhao, T. (2022, June 28). JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol. 6.

By: Y. Zhou, L. Wang, R. Song & T. Zhao

author keywords: Exceptional laws; Individualized decision rule; Inference; Precision medicine; Robust Method; Time-to-event data
Sources: Web Of Science, ORCID
Added: July 11, 2022

2022 article

When History and Heterogeneity Matter: A Tutorial on the Impact of Markov Model Specifications in the Context of Colorectal Cancer Screening

Townsley, R. M., Koutouan, P. R., Mayorga, M. E., Mills, S. D., Davis, M. M., & Hasmiller Lich, K. (2022, May 11). MEDICAL DECISION MAKING, Vol. 5.

By: R. Townsley, P. Koutouan, M. Mayorga, S. Mills*, M. Davis* & K. Hasmiller Lich

author keywords: colorectal cancer screening; markov models; microsimulation
Sources: Web Of Science, ORCID
Added: May 31, 2022

2022 journal article

Methods Based on Semiparametric Theory for Analysis in the Presence of Missing Data

ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, 9, 167–196.

By: M. Davidian

author keywords: augmentation; double robustness; influence function; inverse probability weighting of complete cases; missing at random; monotone missingness
Sources: Web Of Science, ORCID
Added: May 31, 2022

2022 journal article

Telehealth and racial disparities in colorectal cancer screening: A pilot study of how virtual clinician characteristics influence screening intentions

JOURNAL OF CLINICAL AND TRANSLATIONAL SCIENCE, 6(1).

By: E. Cooks, K. Duke, J. Neil, M. Vilaro, D. Wilson-Howard, F. Modave, T. George, F. Odedina ...

author keywords: Cancer health disparities; colorectal cancer screening; telehealth; virtual human technology; precision prevention
Sources: Web Of Science, ORCID
Added: May 23, 2022

2022 journal article

GENERATION 1.5: YEARS IN THE UNITED STATES AND OTHER FACTORS AFFECTING SMOKING BEHAVIORS AMONG ASIAN AMERICANS

ETHNICITY & DISEASE, 32(2), 75–80.

author keywords: Generation 1; 5; Asian Ameri-cans; Smoking; Social Determinants of Health
Sources: Web Of Science, ORCID
Added: May 23, 2022

2022 journal article

Rule mining over knowledge graphs via reinforcement learning

KNOWLEDGE-BASED SYSTEMS, 242.

By: L. Chen*, S. Jiang*, J. Liu*, C. Wang*, S. Zhang, C. Xie*, J. Liang*, Y. Xiao*, R. Song

author keywords: Rule mining; Reinforcement learning; Representation learning
Sources: Web Of Science, ORCID
Added: May 10, 2022

2022 article

Coordination of manufacturing and engineering activities during product transitions

Bansal, A., Ozaltin, O. Y., Uzsoy, R., & Kempf, K. G. (2022, April 9). NAVAL RESEARCH LOGISTICS, Vol. 4.

author keywords: combinatorial auctions; integer programming; Product transition; subadditive duality
Sources: Web Of Science, ORCID
Added: April 18, 2022