Works (70)

Updated: October 25th, 2023 05:00

2023 journal article

Behavioral cancer pain intervention dosing: results of a Sequential Multiple Assignment Randomized Trial

PAIN, 164(9), 1935–1941.

co-author countries: United States of America 🇺🇸
author keywords: Behavioral pain intervention; Coping skills; SMART design; Breast cancer; Pain
Sources: Web Of Science, ORCID
Added: September 18, 2023

2023 journal article

Cost-Effectiveness Analysis Evaluating Delivery Strategies for Pain Coping Skills Training in Women With Breast Cancer

JOURNAL OF PAIN, 24(9), 1712–1720.

By: Y. Li*, S. Reed*, J. Winger*, K. Hyland*, H. Fisher*, S. Kelleher*, S. Miller*, M. Davidian n ...

co-author countries: United States of America 🇺🇸
author keywords: Cost-effectiveness; pain coping skills training; cancer pain; cognitive-behavioral therapy; behavioral pain management
Sources: Web Of Science, ORCID
Added: October 23, 2023

2023 article

Deep Spatial Q-Learning for Infectious Disease Control

Liu, Z., Clifton, J., Laber, E. B., Drake, J., & Fang, E. X. (2023, July 8). JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS.

By: Z. Liu*, J. Clifton n, E. Laber*, J. Drake* & E. Fang*

co-author countries: United States of America 🇺🇸
author keywords: Infectious diseases; Reinforcement learning; Graph neural networks
Source: Web Of Science
Added: July 31, 2023

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.

By: C. Manschot*, E. Laber* & M. Davidian*

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.

By: B. Mustanski*, R. Saber*, K. Macapagal*, M. Matson*, E. Laber n, C. Rodrgiuez-Diaz*, K. Moran*, A. Carrion*, D. Moskowitz*, M. Newcomb*

co-author countries: United States of America 🇺🇸
author keywords: Adolescent; MSM; HIV prevention; sexual health education; online
MeSH headings : Male; Humans; Adolescent; Homosexuality, Male; HIV Infections / epidemiology; HIV Infections / prevention & control; Sexual and Gender Minorities; Sexual Behavior; Safe Sex; Sexually Transmitted Diseases / prevention & control
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).

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

co-author countries: United States of America 🇺🇸
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.

By: Q. Guan n, B. Reich n & E. Laber n

co-author countries: United States of America 🇺🇸
author keywords: Infectious disease; Malaria; Resource allocation; Sequential optimization; Satiotemporal model
MeSH headings : Bayes Theorem; Humans; Malaria / prevention & control; Resource Allocation
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.

co-author countries: United States of America 🇺🇸
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).

By: Z. Xu n, E. Laber n, A. Staicu n & B. Lascelles n

co-author countries: United States of America 🇺🇸
MeSH headings : Analgesics / therapeutic use; Animals; Cat Diseases / drug therapy; Cats; Chronic Pain / drug therapy; Chronic Pain / veterinary; Cross-Over Studies; Double-Blind Method; Markov Chains; Models, Theoretical; Placebos; Poisson Distribution
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.

By: D. Luckett*, E. Laber n, S. El-Kamary*, C. Fan*, R. Jhaveri*, C. Perou*, F. Shebl*, M. Kosorok*

co-author countries: United States of America 🇺🇸
author keywords: classification; diagnostic medicine; machine learning; outcome weighted learning
MeSH headings : Breast Neoplasms / diagnosis; Computer Simulation; Female; Humans; Probability; ROC Curve; Support Vector Machine
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.

By: Y. Pan*, E. Laber n, M. Smith* & Y. Zhao*

co-author countries: United States of America 🇺🇸
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.

By: A. Cloud n & E. Laber*

co-author countries: United States of America 🇺🇸
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.

By: L. Dong n, E. Laber n, Y. Goldberg*, R. Song n & S. Yang n

co-author countries: Israel 🇮🇱 United States of America 🇺🇸
author keywords: augmented inverse probability weighting; dynamic treatment regimes; monotonic coarseness; outcome weighted learning; Q-learning
MeSH headings : Computer Simulation; Humans; Models, Statistical; Precision Medicine; Probability
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.

By: Q. Guan n, B. Reich n, E. Laber n & D. Bandyopadhyay*

co-author countries: United States of America 🇺🇸
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.

co-author countries: United States of America 🇺🇸
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).

co-author countries: United States of America 🇺🇸
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.

By: N. Grantham n, B. Reich n, E. Laber n, K. Pacifici n, R. Dunn n, N. Fierer*, M. Gebert*, J. Allwood n, S. Faith n

co-author countries: United States of America 🇺🇸
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.

By: N. Rashid*, D. Luckett*, J. Chen*, M. Lawson*, L. Wang n, Y. Zhang n, E. Laber n, Y. Liu* ...

co-author countries: United States of America 🇺🇸
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.

By: J. Clifton n & E. Laber n

co-author countries: United States of America 🇺🇸
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.

By: J. Allwood n, N. Fierer*, R. Dunn n, M. Breen n, B. Reich n, E. Laber n, J. Clifton n, N. Grantham n, S. Faith n

co-author countries: United States of America 🇺🇸
author keywords: Forensic microbiology; Bioinformatics; Metabarcoding; Sample provenance
MeSH headings : DNA Barcoding, Taxonomic; DNA, Fungal / chemistry; Demography; Forensic Sciences; Fungi; Humans; Reference Values; Soil
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.

By: W. Hu n, E. Laber n, C. Barker* & L. Stefanski n

co-author countries: United States of America 🇺🇸
author keywords: Conditional distribution; Lasso; Prediction sets
Source: Web Of Science
Added: July 22, 2019

2019 book

Dynamic Treatment Regimes

By: A. Tsiatis*, M. Davidian, S. Holloway* & E. Laber*

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.

By: B. Jiang*, R. Song n, J. Li*, D. Zeng n, W. Lu, X. He, S. Xu, J. Wang ...

co-author countries: China 🇨🇳 Singapore 🇸🇬 United States of America 🇺🇸
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.

By: M. Kosorok*, E. Laber n & T. Louis

co-author countries: United States of America 🇺🇸
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.

By: M. Lewis*, E. Laber n & N. Olby n

co-author countries: United States of America 🇺🇸
author keywords: canine; chronic SCI; motor neuron pool excitability; potassium channel antagonist; spasticity
MeSH headings : 4-Aminopyridine / pharmacology; Animals; Dogs; Evoked Potentials, Motor / physiology; Female; H-Reflex / physiology; Male; Motor Neurons / physiology; Muscle Spasticity / physiopathology; Potassium Channel Blockers / pharmacology; Spinal Cord Injuries / physiopathology
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.

By: S. Zottola n, S. Desmarais n, S. Neupert n, L. Dong n, E. Laber n, E. Lowder n, R. Van Dorn n

co-author countries: United States of America 🇺🇸
MeSH headings : Adolescent; Adult; Aged; Female; Humans; Interview, Psychological; Logistic Models; Male; Mental Disorders / diagnosis; Mental Disorders / epidemiology; Middle Aged; Prisoners / psychology; Prisoners / statistics & numerical data; Referral and Consultation / statistics & numerical data; Southeastern United States / epidemiology; Young Adult
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.

By: E. Laber n & A. Staicu n

co-author countries: United States of America 🇺🇸
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.

By: E. Laber n, F. Wu n, C. Munera*, I. Lipkovich*, S. Colucci* & S. Ripa*

co-author countries: United States of America 🇺🇸
author keywords: chronic pain; flexible dosing trials; policy-search; precision medicine; Q-learning; treatment dosing regimes
MeSH headings : Analgesics, Opioid / administration & dosage; Analgesics, Opioid / adverse effects; Analgesics, Opioid / therapeutic use; Chronic Pain / drug therapy; Drug Dosage Calculations; Humans; Long-Term Care; Models, Statistical; Precision Medicine / methods; Statistics as Topic; Statistics, Nonparametric
Source: Crossref
Added: January 13, 2020

2018 journal article

Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules

BIOMETRICS, 74(1), 18–26.

By: E. Butler*, E. Laber n, S. Davis* & M. Kosorok*

co-author countries: United States of America 🇺🇸
author keywords: Competing outcomes; Individualized treatment rules; Item response theory; Precision medicine
MeSH headings : Antipsychotic Agents / therapeutic use; Humans; Models, Statistical; Patient Preference / statistics & numerical data; Precision Medicine / methods; Precision Medicine / statistics & numerical data; Schizophrenia / drug therapy; Surveys and Questionnaires; Treatment Outcome
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.

By: Y. Zhang*, E. Laber n, M. Davidian n & A. Tsiatis n

co-author countries: United States of America 🇺🇸
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.

By: S. Shortreed, E. Laber*, T. Scott Stroup, J. Pineau & S. Murphy*

co-author countries: United States of America 🇺🇸
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.

By: J. Fenn*, E. Laber n, K. Williams n, C. Rousse n, P. Early n, C. Mariani n, K. Munana n, S. Decker* ...

co-author countries: United Kingdom of Great Britain and Northern Ireland 🇬🇧 United States of America 🇺🇸

Contributors: J. Fenn*, E. Laber n, K. Williams n, C. Rousse n, P. Early n, C. Mariani n, K. Muñana n, S. De Decker*, H. Volk*, N. Olby n

author keywords: Anesthesia; Canine; Intervertebral disk extrusion; Prognosis; Spinal cord injury
MeSH headings : Anesthesia, General / adverse effects; Anesthesia, General / methods; Anesthesia, General / veterinary; Animals; Bradycardia / chemically induced; Bradycardia / veterinary; Decompression, Surgical / methods; Decompression, Surgical / veterinary; Dog Diseases / surgery; Dogs; Female; Hypotension / chemically induced; Hypotension / veterinary; Intervertebral Disc Displacement / surgery; Intervertebral Disc Displacement / veterinary; Laminectomy / methods; Laminectomy / veterinary; Male; Retrospective Studies; Thoracic Vertebrae / surgery; Treatment Outcome
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.

By: E. Laber n & M. Davidian n

co-author countries: United States of America 🇺🇸
author keywords: Optimal dynamic treatment regime; sequential multiple assignment randomized trial; mHealth; clinical trials; treatment sequence
MeSH headings : Datasets as Topic / trends; History, 20th Century; History, 21st Century; Humans; Precision Medicine / trends; Randomized Controlled Trials as Topic / history; Randomized Controlled Trials as Topic / methods
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.

By: K. Linn*, E. Laber n & L. Stefanski n

co-author countries: United States of America 🇺🇸
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.

By: S. Kelleher*, C. Dorfman*, J. Plumb Vilardaga*, C. Majestic*, J. Winger*, V. Gandhi*, C. Nunez*, A. Van Denburg* ...

co-author countries: United States of America 🇺🇸
author keywords: Smart; Novel trial designs; Breast cancer; Pain; Pain coping skills training; Symptom management
MeSH headings : Adaptation, Psychological; Adult; Breast Neoplasms / complications; Breast Neoplasms / therapy; Cognitive Behavioral Therapy / economics; Cognitive Behavioral Therapy / methods; Cost-Benefit Analysis; Female; Humans; Pain Management / economics; Pain Management / methods; Pain Measurement
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.

By: S. Blau n, L. Davis n, A. Gorney n, C. Dohse n, K. Williams n, J. Lim n, W. Pfitzner n, E. Laber n, G. Sawicki n, N. Olby n

co-author countries: United States of America 🇺🇸
author keywords: Locomotion; Kinematics; Center of gravity
MeSH headings : Animals; Biomechanical Phenomena; Cartilage / growth & development; Dog Diseases / physiopathology; Dogs / anatomy & histology; Dogs / physiology; Gait; Species Specificity; Spinal Cord Injuries / physiopathology; Spinal Cord Injuries / veterinary
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.

By: E. Laber n & K. Shedden*

co-author countries: United States of America 🇺🇸
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).

By: E. Laber n, K. Shedden* & Y. Yang*

co-author countries: United States of America 🇺🇸
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.

By: Q. Guan, E. Laber & B. Reich

Source: NC State University Libraries
Added: August 6, 2018

2016 journal article

Comment

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

By: Q. Guan n, E. Laber n & B. Reich n

co-author countries: United States of America 🇺🇸
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.

By: B. Zhang, A. Tsiatis n, M. Davidian n, M. Zhang* & E. Laber n

co-author countries: United States of America 🇺🇸
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.

By: D. Lizotte & E. Laber

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.

By: Y. Huang* & E. Laber n

co-author countries: United States of America 🇺🇸
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.

By: P. Rodrigues* & E. Laber n

co-author countries: Brazil 🇧🇷 United States of America 🇺🇸
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Characterizing expected benefits of biomarkers in treatment selection

BIOSTATISTICS, 16(2), 383–399.

By: Y. Huang*, E. Laber n & H. Janes*

co-author countries: United States of America 🇺🇸
author keywords: Adaptive bootstrap; Biomarker; Expected benefit; Potential outcomes; Treatment selection
MeSH headings : Biomarkers; Clinical Decision-Making / methods; Diabetes Mellitus / therapy; Glycated Hemoglobin / analysis; Humans; Models, Statistical; Randomized Controlled Trials as Topic / statistics & numerical data
Source: Web Of Science
Added: August 6, 2018

2015 journal article

Comment

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

By: Y. Zhang* & E. Laber*

co-author countries: Norway 🇳🇴
Source: Crossref
Added: January 13, 2020

2015 journal article

Fungi Identify the Geographic Origin of Dust Samples

PLOS ONE, 10(4), e0122605.

By: N. Grantham n, B. Reich n, K. Pacifici n, E. Laber n, H. Menninger n, J. Henley*, A. Barberán*, J. Leff*, N. Fierer*, R. Dunn n

co-author countries: United States of America 🇺🇸

Contributors: N. Grantham n, B. Reich n, K. Pacifici n, E. Laber n, H. Menninger n, J. Henley*, A. Barberán*, J. Leff*, N. Fierer*, R. Dunn n

Ed(s): A. Rokas

MeSH headings : Archaeology; Dust; Fungi / classification; Fungi / genetics; Genetic Variation; Pollen / genetics; Pollen / microbiology
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.

co-author countries: Norway 🇳🇴
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.

By: R. Song n, M. Kosorok*, D. Zeng*, Y. Zhao*, E. Laber n & M. Yuan*

co-author countries: United States of America 🇺🇸
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.

By: E. Laber n & Y. Zhao

co-author countries: United States of America 🇺🇸
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.

By: Y. Zhang n, E. Laber n, A. Tsiatis n & M. Davidian n

co-author countries: United States of America 🇺🇸
author keywords: Decision lists; Exploratory analyses; Interpretability; Personalized medicine; Treatment regimes
MeSH headings : Biometry / methods; Breast Neoplasms / drug therapy; Clinical Protocols; Clinical Trials as Topic / statistics & numerical data; Computer Simulation; Decision Trees; Depression / therapy; Evidence-Based Medicine / statistics & numerical data; Female; Humans; Models, Statistical; Precision Medicine / statistics & numerical data
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.

co-author countries: United Kingdom of Great Britain and Northern Ireland 🇬🇧
author keywords: personalized medicine; sample size calculation; treatment regimes; nonregular asymptotics; projection confidence region
MeSH headings : Biostatistics; Computer Simulation; Confidence Intervals; Data Interpretation, Statistical; Evidence-Based Practice / statistics & numerical data; Female; Fertility; Humans; Male; Models, Statistical; Pilot Projects; Precision Medicine / statistics & numerical data; Pregnancy; Randomized Controlled Trials as Topic / statistics & numerical data; Regression Analysis; Sample Size
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).

By: K. Linn, E. Laber & L. Stefanski

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.

By: S. Shortreed*, E. Laber n, T. Scott Stroup*, J. Pineau* & S. Murphy*

co-author countries: Canada 🇨🇦 United States of America 🇺🇸
author keywords: sequential multiple assignment randomized trials; missing data; multiple imputation; dynamic treatment regimes; individualized treatment; treatment policies
MeSH headings : Antipsychotic Agents / therapeutic use; Data Interpretation, Statistical; Decision Making; Humans; Longitudinal Studies; Randomized Controlled Trials as Topic / methods; Regression Analysis; Schizophrenia / drug therapy
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.

By: E. Laber n, A. Tsiatis n, M. Davidian n & S. Holloway n

co-author countries: United States of America 🇺🇸
MeSH headings : Biomarkers, Tumor / blood; Biometry / methods; Breast Neoplasms / blood; Breast Neoplasms / therapy; Data Interpretation, Statistical; Female; Humans; Male; Outcome Assessment, Health Care / methods
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.

By: Y. Zhao*, D. Zeng*, E. Laber n, R. Song n, M. Yuan* & M. Kosorok*

co-author countries: United States of America 🇺🇸
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.

By: Y. Zhao* & E. Laber n

co-author countries: United States of America 🇺🇸
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.

By: B. Chakraborty*, E. Laber n & Y. Zhao*

co-author countries: Singapore 🇸🇬 United States of America 🇺🇸
Source: Web Of Science
Added: August 6, 2018

2014 journal article

Interactive model building for Q-learning

BIOMETRIKA, 101(4), 831–847.

By: E. Laber*, K. Linn & L. Stefanski

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).

By: J. Lim, A. Muguet-Chanoit, D. Smith, E. Laber & N. Olby

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.

By: P. Schulte*, A. Tsiatis n, E. Laber n & M. Davidian n

co-author countries: United States of America 🇺🇸
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.

By: E. Laber, D. Lizotte, M. Qian, W. Pelham & S. Murphy

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.

By: E. Laber n, D. Lizotte* & B. Ferguson n

co-author countries: Canada 🇨🇦 United States of America 🇺🇸
author keywords: Competing outcomes; Composite outcomes; Dynamic treatment regimes; Personalized medicine; Preference elicitation
MeSH headings : Algorithms; Antipsychotic Agents / administration & dosage; Antipsychotic Agents / adverse effects; Antipsychotic Agents / therapeutic use; Body Mass Index; Clinical Protocols; Clinical Trials as Topic / methods; Decision Making; Humans; Models, Statistical; Schizophrenia / drug therapy; Treatment Outcome
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.

By: D. Vock*, A. Tsiatis n, M. Davidian n, E. Laber n, W. Tsuang*, C. Copeland*, S. Palmer*

co-author countries: United States of America 🇺🇸
author keywords: Causal inference; G-estimation; Lung transplantation; Martingale theory; Structural nested failure time models
MeSH headings : Adolescent; Adult; Age Distribution; Aged; Aged, 80 and over; Causality; Data Interpretation, Statistical; Humans; Internationality; Life Expectancy; Lung Diseases / mortality; Lung Diseases / surgery; Lung Transplantation / mortality; Middle Aged; Outcome Assessment, Health Care / methods; Survival Rate; Young Adult
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.

By: B. Chakraborty*, E. Laber n & Y. Zhao*

co-author countries: United States of America 🇺🇸
author keywords: Dynamic Treatment Regime; m-Out-of-n Bootstrap; Nonregularity; Q-learning
MeSH headings : Antidepressive Agents / therapeutic use; Artificial Intelligence; Biometry / methods; Computer Simulation; Confidence Intervals; Decision Theory; Depressive Disorder, Major / drug therapy; Humans; Linear Models; Logistic Models; Models, Statistical; Monte Carlo Method; Randomized Controlled Trials as Topic / statistics & numerical data
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.

By: B. Zhang*, A. Tsiatis n, E. Laber n & M. Davidian n

co-author countries: China 🇨🇳 United States of America 🇺🇸
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.

By: B. Zhang n, A. Tsiatis n, E. Laber n & M. Davidian n

co-author countries: United States of America 🇺🇸
author keywords: Doubly robust estimator; Inverse probability weighting; Outcome regression; Personalized medicine; Potential outcomes; Propensity score
MeSH headings : Breast Neoplasms / epidemiology; Breast Neoplasms / therapy; Clinical Trials as Topic / methods; Computer Simulation; Decision Support Systems, Clinical; Female; Humans; Models, Statistical; Outcome Assessment, Health Care / methods; Prevalence; Regression Analysis; Treatment Outcome
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.

By: B. Zhang*, A. Tsiatis n, M. Davidian n, M. Zhang* & E. Laber n

co-author countries: United States of America 🇺🇸
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.

By: E. Laber & S. Murphy

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.

co-author countries: Canada 🇨🇦 United States of America 🇺🇸
Source: Crossref
Added: February 24, 2020