Updated: April 11th, 2023 10:13

2023 article

Interim monitoring of sequential multiple assignment randomized trials using partial information

Manschot, C., Laber, E., & Davidian, M. (2023, March 22). *BIOMETRICS*, Vol. 3.

author keywords: augmented inverse probability weighting; clinical trials; double robustness; dynamic treatment regimes; early stopping; group sequential analysis

Sources: Web Of Science, ORCID

Added: April 4, 2023

2022 article

Effectiveness of the SMART Sex Ed program among 13-18 year old English and Spanish speaking adolescent men who have sex with men

Mustanski, B., Saber, R., Macapagal, K., Matson, M., Laber, E., Rodrgiuez-Diaz, C., … Newcomb, M. E. (2022, August 11). *AIDS AND BEHAVIOR*.

author keywords: Adolescent; MSM; HIV prevention; sexual health education; online

Source: Web Of Science

Added: August 29, 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).

author keywords: Cancer health disparities; colorectal cancer screening; telehealth; virtual human technology; precision prevention

Sources: Web Of Science, ORCID

Added: May 23, 2022

2021 article

A spatiotemporal recommendation engine for malaria control

Guan, Q., Reich, B. J., & Laber, E. B. (2021, April 10). *BIOSTATISTICS*, Vol. 4.

author keywords: Infectious disease; Malaria; Resource allocation; Sequential optimization; Satiotemporal model

Sources: Web Of Science, ORCID

Added: March 28, 2022

2021 article

Introduction to the Theory and Methods Special Issue on Precision Medicine and Individualized Policy Discovery

Kosorok, M. R., Laber, E. B., Small, D. S., & Zeng, D. (2021, March 3). *JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 116, pp. 159–161.

author keywords: Actionable artificial intelligence; Causal inference; Machine learning

Source: Web Of Science

Added: April 19, 2021

2021 journal article

Novel approach to modeling high-frequency activity data to assess therapeutic effects of analgesics in chronic pain conditions

*SCIENTIFIC REPORTS*, *11*(1).

Sources: Web Of Science, ORCID

Added: June 10, 2021

2021 journal article

Receiver operating characteristic curves and confidence bands for support vector machines

*BIOMETRICS*, *77*(4), 1422–1430.

author keywords: classification; diagnostic medicine; machine learning; outcome weighted learning

Source: Web Of Science

Added: September 28, 2020

2021 article

Reinforced Risk Prediction With Budget Constraint Using Irregularly Measured Data From Electronic Health Records

Pan, Y., Laber, E. B., Smith, M. A., & Zhao, Y.-Q. (2021, November 24). *JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*.

author keywords: Classification with reject option; Cost-effective; Electronic health records; Functional principal component analysis; Reinforcement learning

Source: Web Of Science

Added: December 6, 2021

2021 article

Variance Decompositions for Extensive-Form Games

*2021 IEEE CONFERENCE ON GAMES (COG)*, pp. 380–387.

author keywords: luck and skill in games; descriptive statistics; variance decomposition

Source: Web Of Science

Added: September 6, 2022

2020 journal article

Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness

*STATISTICS IN MEDICINE*, *39*(25), 3503–3520.

author keywords: augmented inverse probability weighting; dynamic treatment regimes; monotonic coarseness; outcome weighted learning; Q-learning

Sources: Web Of Science, ORCID

Added: August 17, 2020

2020 journal article

Bayesian Nonparametric Policy Search With Application to Periodontal Recall Intervals

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *115*(531), 1066–1078.

author keywords: Dirichlet process prior; Dynamic treatment regimes; Observational data; Periodontal disease; Practice-based setting; Precision medicine; Sequential optimization

Sources: Web Of Science, ORCID

Added: October 28, 2019

2020 journal article

Estimating Dynamic Treatment Regimes in Mobile Health Using V-Learning

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *115*(530), 692–706.

author keywords: Markov decision processes; Precision medicine; Reinforcement learning; Type 1 diabetes

Source: Web Of Science

Added: May 20, 2019

2020 journal article

Evaluation of a Stepped-Care eHealth HIV Prevention Program for Diverse Adolescent Men Who Have Sex With Men: Protocol for a Hybrid Type 1 Effectiveness Implementation Trial of SMART

*JMIR RESEARCH PROTOCOLS*, *9*(8).

author keywords: HIV prevention; eHealth; adolescents; men who have sex with men; implementation science; mobile phone

Source: Web Of Science

Added: October 5, 2020

2020 journal article

Global forensic geolocation with deep neural networks

*JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS*, *69*(4), 909–929.

author keywords: Citizen science; Machine learning; Microbiome; Non-homogeneous Poisson process; Spatial point pattern

Sources: Web Of Science, ORCID

Added: July 6, 2020

2020 journal article

High-Dimensional Precision Medicine From Patient-Derived Xenografts

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *116*(535), 1140–1154.

author keywords: Biomarkers; Deep learning autoencoders; Machine learning; Outcome weighted learning; Precision medicine; Q-learning

Source: Web Of Science

Added: November 30, 2020

2020 article

Q-Learning: Theory and Applications

*ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, VOL 7, 2020*, Vol. 7, pp. 279–301.

author keywords: reinforcement learning; dynamic treatment regimes; model-free; causal inference; policy search

Source: Web Of Science

Added: March 23, 2020

2020 journal article

Use of standardized bioinformatics for the analysis of fungal DNA signatures applied to sample provenance

*FORENSIC SCIENCE INTERNATIONAL*, *310*.

author keywords: Forensic microbiology; Bioinformatics; Metabarcoding; Sample provenance

Sources: Web Of Science, ORCID

Added: May 26, 2020

2019 journal article

Assessing Tuning Parameter Selection Variability in Penalized Regression

*TECHNOMETRICS*, *61*(2), 154–164.

author keywords: Conditional distribution; Lasso; Prediction sets

Source: Web Of Science

Added: July 22, 2019

2019 book

Dynamic Treatment Regimes

Source: Crossref

Added: January 22, 2022

2019 article

ENTROPY LEARNING FOR DYNAMIC TREATMENT REGIMES

Jiang, B., Song, R., Li, J., Zeng, D., Lu, W., He, X., … Kallus, N. (2019, October). *STATISTICA SINICA*, Vol. 29, pp. 1633–1710.

author keywords: Dynamic treatment regime; entropy learning; personalized medicine

Sources: Web Of Science, ORCID

Added: September 30, 2019

2019 article

Precision Medicine

*ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, VOL 6*, Vol. 6, pp. 263–286.

author keywords: data-driven decision science; dynamic treatment regimes; machine learning; patient heterogeneity; statistical inference

Source: Web Of Science

Added: April 2, 2019

2019 journal article

Predictors of Response to 4-Aminopyridine in Chronic Canine Spinal Cord Injury

*Journal of Neurotrauma*, *36*(9), 1428–1434.

author keywords: canine; chronic SCI; motor neuron pool excitability; potassium channel antagonist; spasticity

Sources: Web Of Science, ORCID, Crossref

Added: December 31, 2018

2019 journal article

Results of the Brief Jail Mental Health Screen Across Repeated Jail Bookings

*Psychiatric Services*, *70*(11), 1006–1012.

Sources: Web Of Science, ORCID, Crossref

Added: November 25, 2019

2018 journal article

Functional Feature Construction for Individualized Treatment Regimes

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *113*(523), 1219–1227.

author keywords: Functional data; Personalized medicine; Regression; Treatment regimes

Sources: Web Of Science, ORCID

Added: October 29, 2018

2018 journal article

Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain

*Statistics in Medicine*, *37*(9), 1407–1418.

author keywords: chronic pain; flexible dosing trials; policy-search; precision medicine; Q-learning; treatment dosing regimes

Source: Crossref

Added: January 13, 2020

2018 journal article

Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules

*BIOMETRICS*, *74*(1), 18–26.

author keywords: Competing outcomes; Individualized treatment rules; Item response theory; Precision medicine

Source: Web Of Science

Added: August 6, 2018

2018 journal article

Interpretable Dynamic Treatment Regimes

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *113*(524), 1541–1549.

author keywords: Decision lists; Interpretability; Precision medicine; Research-practice gap; Treatment regimes; Tree-based methods

Sources: Web Of Science, ORCID

Added: February 18, 2019

2017 journal article

A multiple imputation strategy for sequential multiple assignment randomized trials

*Statistics in Medicine*, *36*(23), 3760–3760.

Source: Crossref

Added: January 13, 2020

2017 journal article

Associations Between Anesthetic Variables and Functional Outcome in Dogs With Thoracolumbar Intervertebral Disk Extrusion Undergoing Decompressive Hemilaminectomy

*Journal of Veterinary Internal Medicine*, *31*(3), 814–824.

author keywords: Anesthesia; Canine; Intervertebral disk extrusion; Prognosis; Spinal cord injury

Sources: Web Of Science, ORCID, Crossref

Added: August 6, 2018

2017 journal article

Dynamic treatment regimes, past, present, and future: A conversation with experts

*STATISTICAL METHODS IN MEDICAL RESEARCH*, *26*(4), 1605–1610.

author keywords: Optimal dynamic treatment regime; sequential multiple assignment randomized trial; mHealth; clinical trials; treatment sequence

Sources: Web Of Science, ORCID

Added: August 6, 2018

2017 journal article

Interactive Q-Learning for Quantiles

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *112*(518), 638–649.

author keywords: Dynamic treatment regime; Personalized medicine; Sequential decision making; Sequential multiple assignment randomized trial

Source: Web Of Science

Added: August 6, 2018

2017 journal article

Optimizing delivery of a behavioral pain intervention in cancer patients using a sequential multiple assignment randomized trial SMART

*Contemporary Clinical Trials*, *57*, 51–57.

author keywords: Smart; Novel trial designs; Breast cancer; Pain; Pain coping skills training; Symptom management

Sources: Crossref, ORCID, NC State University Libraries

Added: August 6, 2018

2017 journal article

Quantifying center of pressure variability in chondrodystrophoid dogs

*The Veterinary Journal*, *226*, 26–31.

author keywords: Locomotion; Kinematics; Center of gravity

Sources: Web Of Science, Crossref, ORCID

Added: August 6, 2018

2017 article

Statistical Significance and the Dichotomization of Evidence: The Relevance of the ASA Statement on Statistical Significance and p-Values for Statisticians

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, Vol. 112, pp. 902–904.

Source: Web Of Science

Added: August 6, 2018

2016 chapter

An Imputation Method for Estimating the Learning Curve in Classification Problems

In *Statistical Analysis for High-Dimensional Data* (pp. 189–209).

Source: Crossref

Added: January 13, 2020

2016 journal article

Bayesian nonparametric estimation for dynamic treatment regimes with sequential transition times comment

*Journal of the American Statistical Association*, *111*(515), 936–942.

Source: NC State University Libraries

Added: August 6, 2018

2016 journal article

Comment

*Journal of the American Statistical Association*, *111*(515), 936–942.

Sources: Crossref, ORCID

Added: January 13, 2020

2016 article

Estimating optimal treatment regimes from a classification perspective (vol 1, pg 103, 2012)

*STAT*, Vol. 5, pp. 278–278.

Sources: Web Of Science, ORCID

Added: August 6, 2018

2016 journal article

Multi-objective markov decision processes for data-driven decision support

*Journal of Machine Learning Research*, *17*.

Source: NC State University Libraries

Added: August 6, 2018

2016 journal article

Personalized Evaluation of Biomarker Value: A Cost-Benefit Perspective

*STATISTICS IN BIOSCIENCES*, *8*(1), 43–65.

author keywords: Adaptive bootstrap; Biomarker; Cost-benefit; Semiparametric location-scale model; Subject-specific expected benefit; Treatment selection

Source: Web Of Science

Added: August 6, 2018

2016 article

Preface

*COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION*, Vol. 45, pp. 2657–2657.

Source: Web Of Science

Added: August 6, 2018

2015 journal article

Characterizing expected benefits of biomarkers in treatment selection

*BIOSTATISTICS*, *16*(2), 383–399.

author keywords: Adaptive bootstrap; Biomarker; Expected benefit; Potential outcomes; Treatment selection

Source: Web Of Science

Added: August 6, 2018

2015 journal article

Comment

*Journal of the American Statistical Association*, *110*(512), 1451–1454.

Source: Crossref

Added: January 13, 2020

2015 journal article

Fungi Identify the Geographic Origin of Dust Samples

*PLOS ONE*, *10*(4), e0122605.

Ed(s): A. Rokas

Sources: Web Of Science, ORCID, Crossref

Added: August 6, 2018

2015 journal article

New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes

*JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION*, *110*(510), 583–598.

author keywords: Classification; Personalized medicine; Q-learning; Reinforcement learning; Risk bound; Support vector machine

Source: Web Of Science

Added: August 6, 2018

2015 journal article

On sparse representation for optimal individualized treatment selection with penalized outcome weighted learning

*Stat*, *4*(1), 59–68.

author keywords: penalization; personalized medicine; support vector machine

Sources: Crossref, ORCID

Added: January 13, 2020

2015 journal article

Tree-based methods for individualized treatment regimes

*BIOMETRIKA*, *102*(3), 501–514.

author keywords: Continuous treatment; Exploratory analysis; Personalized medicine; Treatment regime; Tree-based method

Source: Web Of Science

Added: August 6, 2018

2015 journal article

Using Decision Lists to Construct Interpretable and Parsimonious Treatment Regimes

*BIOMETRICS*, *71*(4), 895–904.

author keywords: Decision lists; Exploratory analyses; Interpretability; Personalized medicine; Treatment regimes

Sources: Web Of Science, ORCID

Added: August 6, 2018

2015 journal article

Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy

*Statistics in Medicine*, *35*(8), 1245–1256.

author keywords: personalized medicine; sample size calculation; treatment regimes; nonregular asymptotics; projection confidence region

Sources: Web Of Science, Crossref, ORCID

Added: August 6, 2018

2015 journal article

iqLearn: Interactive Q-Learning in R

*Journal of Statistical Software*, *64*(1).

Source: NC State University Libraries

Added: August 6, 2018

2014 journal article

A multiple imputation strategy for sequential multiple assignment randomized trials

*Statistics in Medicine*, *33*(24), 4202–4214.

author keywords: sequential multiple assignment randomized trials; missing data; multiple imputation; dynamic treatment regimes; individualized treatment; treatment policies

Source: Crossref

Added: February 24, 2020

2014 article

Combining Biomarkers to Optimize Patient Treatment Recommendations Discussions

Laber, E. B., Tsiatis, A. A., Davidian, M., & Holloway, S. T. (2014, September). *BIOMETRICS*, Vol. 70, pp. 707–710.

Sources: Web Of Science, ORCID

Added: August 6, 2018

2014 journal article

Doubly robust learning for estimating individualized treatment with censored data

*Biometrika*, *102*(1), 151–168.

author keywords: Censored data; Doubly robust estimator; Individualized treatment rule; Risk bound; Support vector machine

Sources: Web Of Science, ORCID, Crossref

Added: August 6, 2018

2014 article

Estimation of optimal dynamic treatment regimes

Zhao, Y.-Q., & Laber, E. B. (2014, August). *CLINICAL TRIALS*, Vol. 11, pp. 400–407.

Source: Web Of Science

Added: August 6, 2018

2014 article

Inference about the expected performance of a data-driven dynamic treatment regime

Chakraborty, B., Laber, E. B., & Zhao, Y.-Q. (2014, August). *CLINICAL TRIALS*, Vol. 11, pp. 408–417.

Source: Web Of Science

Added: August 6, 2018

2014 journal article

Interactive model building for Q-learning

*BIOMETRIKA*, *101*(4), 831–847.

author keywords: Dynamic treatment regime; Personalized medicine; Treatment selection

Source: Web Of Science

Added: August 6, 2018

2014 journal article

Potassium channel antagonists 4-aminopyridine and the t-butyl carbamate derivative of 4-aminopyridine improve hind limb function in chronically non-ambulatory dogs; a blinded, placebo-controlled trial

*PLoS One*, *9*(12).

Source: NC State University Libraries

Added: August 6, 2018

2014 journal article

Q- and A-Learning Methods for Estimating Optimal Dynamic Treatment Regimes

*STATISTICAL SCIENCE*, *29*(4), 640–661.

author keywords: Advantage learning; bias-variance trade-off; model misspecification; personalized medicine; potential outcomes; sequential decision-making

Sources: Web Of Science, ORCID

Added: August 6, 2018

2014 journal article

Rejoinder of "Dynamic treatment regimes: Technical challenges and applications"

*Electronic Journal of Statistics*, *8*, 1312–1321.

Source: NC State University Libraries

Added: August 6, 2018

2014 journal article

Set-Valued Dynamic Treatment Regimes for Competing Outcomes

*BIOMETRICS*, *70*(1), 53–61.

author keywords: Competing outcomes; Composite outcomes; Dynamic treatment regimes; Personalized medicine; Preference elicitation

Source: Web Of Science

Added: August 6, 2018

2013 journal article

Assessing the Causal Effect of Organ Transplantation on the Distribution of Residual Lifetime

*BIOMETRICS*, *69*(4), 820–829.

author keywords: Causal inference; G-estimation; Lung transplantation; Martingale theory; Structural nested failure time models

Sources: Web Of Science, ORCID

Added: August 6, 2018

2013 journal article

Inference for Optimal Dynamic Treatment Regimes Using an Adaptive m-Out-of-n Bootstrap Scheme

*BIOMETRICS*, *69*(3), 714–723.

author keywords: Dynamic Treatment Regime; m-Out-of-n Bootstrap; Nonregularity; Q-learning

Source: Web Of Science

Added: August 6, 2018

2013 journal article

Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions

*BIOMETRIKA*, *100*(3), 681–694.

author keywords: A-learning; Double robustness; Outcome regression; Propensity score; Q-learning

Sources: Web Of Science, ORCID

Added: August 6, 2018

2012 journal article

A Robust Method for Estimating Optimal Treatment Regimes

*BIOMETRICS*, *68*(4), 1010–1018.

author keywords: Doubly robust estimator; Inverse probability weighting; Outcome regression; Personalized medicine; Potential outcomes; Propensity score

Sources: Web Of Science, ORCID

Added: August 6, 2018

2012 journal article

Estimating optimal treatment regimes from a classification perspective

*Stat*, *1*(1), 103–114.

author keywords: classification; doubly robust estimator; inverse probability weighting; personalized medicine; potential outcomes; propensity score

Sources: Crossref, ORCID

Added: January 23, 2020

2011 journal article

Adaptive confidence intervals for the test error in classification rejoinder

*Journal of the American Statistical Association*, *106*(495), 940–945.

Source: NC State University Libraries

Added: August 6, 2018

2010 journal article

Informing sequential clinical decision-making through reinforcement learning: an empirical study

*Machine Learning*, *84*(1-2), 109–136.

Source: Crossref

Added: February 24, 2020