@article{mustanski_saber_macapagal_matson_laber_rodrgiuez-diaz_moran_carrion_moskowitz_newcomb_2022, title={Effectiveness of the SMART Sex Ed program among 13-18 year old English and Spanish speaking adolescent men who have sex with men}, ISSN={["1573-3254"]}, DOI={10.1007/s10461-022-03806-2}, journal={AIDS AND BEHAVIOR}, author={Mustanski, Brian and Saber, Rana and Macapagal, Kathryn and Matson, Maggie and Laber, Eric and Rodrgiuez-Diaz, Carlos and Moran, Kevin O. and Carrion, Andres and Moskowitz, David A. and Newcomb, Michael E.}, year={2022}, month={Aug} } @article{cooks_duke_neil_vilaro_wilson-howard_modave_george_odedina_lok_carek_et al._2022, title={Telehealth and racial disparities in colorectal cancer screening: A pilot study of how virtual clinician characteristics influence screening intentions}, volume={6}, ISSN={["2059-8661"]}, DOI={10.1017/cts.2022.386}, number={1}, journal={JOURNAL OF CLINICAL AND TRANSLATIONAL SCIENCE}, author={Cooks, Eric J. and Duke, Kyle A. and Neil, Jordan M. and Vilaro, Melissa J. and Wilson-Howard, Danyell and Modave, Francois and George, Thomas J. and Odedina, Folakemi T. and Lok, Benjamin C. and Carek, Peter and et al.}, year={2022}, month={Apr} } @article{guan_reich_laber_2021, title={A spatiotemporal recommendation engine for malaria control}, volume={4}, ISSN={["1468-4357"]}, DOI={10.1093/biostatistics/kxab010}, journal={BIOSTATISTICS}, author={Guan, Qian and Reich, Brian J. and Laber, Eric B.}, year={2021}, month={Apr} } @article{kosorok_laber_small_zeng_2021, title={Introduction to the Theory and Methods Special Issue on Precision Medicine and Individualized Policy Discovery}, volume={116}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2020.1863224}, number={533}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Kosorok, Michael R. and Laber, Eric B. and Small, Dylan S. and Zeng, Donglin}, year={2021}, month={Mar}, pages={159–161} } @article{xu_laber_staicu_lascelles_2021, title={Novel approach to modeling high-frequency activity data to assess therapeutic effects of analgesics in chronic pain conditions}, volume={11}, ISSN={["2045-2322"]}, DOI={10.1038/s41598-021-87304-w}, number={1}, journal={SCIENTIFIC REPORTS}, author={Xu, Zekun and Laber, Eric and Staicu, Ana-Maria and Lascelles, B. Duncan X.}, year={2021}, month={Apr} } @article{luckett_laber_el-kamary_fan_jhaveri_perou_shebl_kosorok_2021, title={Receiver operating characteristic curves and confidence bands for support vector machines}, volume={77}, ISSN={["1541-0420"]}, DOI={10.1111/biom.13365}, number={4}, journal={BIOMETRICS}, author={Luckett, Daniel J. and Laber, Eric B. and El-Kamary, Samer S. and Fan, Cheng and Jhaveri, Ravi and Perou, Charles M. and Shebl, Fatma M. and Kosorok, Michael R.}, year={2021}, month={Dec}, pages={1422–1430} } @article{pan_laber_smith_zhao_2021, title={Reinforced Risk Prediction With Budget Constraint Using Irregularly Measured Data From Electronic Health Records}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2021.1978467}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Pan, Yinghao and Laber, Eric B. and Smith, Maureen A. and Zhao, Ying-Qi}, year={2021}, month={Nov} } @article{cloud_laber_2021, title={Variance Decompositions for Extensive-Form Games}, ISSN={["2325-4270"]}, DOI={10.1109/COG52621.2021.9619045}, journal={2021 IEEE CONFERENCE ON GAMES (COG)}, author={Cloud, Alex and Laber, Eric B.}, year={2021}, pages={380–387} } @article{dong_laber_goldberg_song_yang_2020, title={Ascertaining properties of weighting in the estimation of optimal treatment regimes under monotone missingness}, volume={39}, ISSN={["1097-0258"]}, DOI={10.1002/sim.8678}, number={25}, journal={STATISTICS IN MEDICINE}, author={Dong, Lin and Laber, Eric and Goldberg, Yair and Song, Rui and Yang, Shu}, year={2020}, month={Nov}, pages={3503–3520} } @article{guan_reich_laber_bandyopadhyay_2020, title={Bayesian Nonparametric Policy Search With Application to Periodontal Recall Intervals}, volume={115}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2019.1660169}, number={531}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Guan, Qian and Reich, Brian J. and Laber, Eric B. and Bandyopadhyay, Dipankar}, year={2020}, month={Jul}, pages={1066–1078} } @article{luckett_laber_kahkoska_maahs_mayer-davis_kosorok_2020, title={Estimating Dynamic Treatment Regimes in Mobile Health Using V-Learning}, volume={115}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2018.1537919}, number={530}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Luckett, Daniel J. and Laber, Eric B. and Kahkoska, Anna R. and Maahs, David M. and Mayer-Davis, Elizabeth and Kosorok, Michael R.}, year={2020}, month={Apr}, pages={692–706} } @article{mustanski_moskowitz_moran_newcomb_macapagal_rodriguez-diaz_rendina_laber_li_matson_et al._2020, title={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}, volume={9}, ISSN={["1929-0748"]}, DOI={10.2196/19701}, number={8}, journal={JMIR RESEARCH PROTOCOLS}, author={Mustanski, Brian and Moskowitz, David A. and Moran, Kevin O. and Newcomb, Michael E. and Macapagal, Kathryn and Rodriguez-Diaz, Carlos and Rendina, H. Jonathon and Laber, Eric B. and Li, Dennis H. and Matson, Margaret and et al.}, year={2020}, month={Aug} } @article{grantham_reich_laber_pacifici_dunn_fierer_gebert_allwood_faith_2020, title={Global forensic geolocation with deep neural networks}, volume={69}, ISSN={["1467-9876"]}, DOI={10.1111/rssc.12427}, number={4}, journal={JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS}, author={Grantham, Neal S. and Reich, Brian J. and Laber, Eric B. and Pacifici, Krishna and Dunn, Robert R. and Fierer, Noah and Gebert, Matthew and Allwood, Julia S. and Faith, Seth A.}, year={2020}, month={Aug}, pages={909–929} } @article{rashid_luckett_chen_lawson_wang_zhang_laber_liu_yeh_zeng_et al._2020, title={High-Dimensional Precision Medicine From Patient-Derived Xenografts}, volume={116}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2020.1828091}, number={535}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Rashid, Naim U. and Luckett, Daniel J. and Chen, Jingxiang and Lawson, Michael T. and Wang, Longshaokan and Zhang, Yunshu and Laber, Eric B. and Liu, Yufeng and Yeh, Jen Jen and Zeng, Donglin and et al.}, year={2020}, month={Nov}, pages={1140–1154} } @article{clifton_laber_2020, title={Q-Learning: Theory and Applications}, volume={7}, ISSN={["2326-831X"]}, DOI={10.1146/annurev-statistics-031219-041220}, journal={ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, VOL 7, 2020}, author={Clifton, Jesse and Laber, Eric}, year={2020}, pages={279–301} } @article{allwood_fierer_dunn_breen_reich_laber_clifton_grantham_faith_2020, title={Use of standardized bioinformatics for the analysis of fungal DNA signatures applied to sample provenance}, volume={310}, ISSN={["1872-6283"]}, DOI={10.1016/j.forsciint.2020.110250}, journal={FORENSIC SCIENCE INTERNATIONAL}, author={Allwood, Julia S. and Fierer, Noah and Dunn, Robert R. and Breen, Matthew and Reich, Brian J. and Laber, Eric B. and Clifton, Jesse and Grantham, Neal S. and Faith, Seth A.}, year={2020}, month={May} } @article{hu_laber_barker_stefanski_2019, title={Assessing Tuning Parameter Selection Variability in Penalized Regression}, volume={61}, ISSN={["1537-2723"]}, DOI={10.1080/00401706.2018.1513380}, number={2}, journal={TECHNOMETRICS}, author={Hu, Wenhao and Laber, Eric B. and Barker, Clay and Stefanski, Leonard A.}, year={2019}, month={Apr}, pages={154–164} } @book{tsiatis_davidian_holloway_laber_2019, title={Dynamic Treatment Regimes}, ISBN={9780429192692}, url={http://dx.doi.org/10.1201/9780429192692}, DOI={10.1201/9780429192692}, publisher={Chapman and Hall/CRC}, author={Tsiatis, Anastasios A. and Davidian, Marie and Holloway, Shannon T. and Laber, Eric B.}, year={2019}, month={Dec} } @article{jiang_song_li_zeng_lu_he_xu_wang_qian_cheng_et al._2019, title={ENTROPY LEARNING FOR DYNAMIC TREATMENT REGIMES}, volume={29}, ISSN={["1996-8507"]}, DOI={10.5705/ss.202018.0076}, number={4}, journal={STATISTICA SINICA}, author={Jiang, Binyan and Song, Rui and Li, Jialiang and Zeng, Donglin and Lu, Wenbin and He, Xin and Xu, Shirong and Wang, Junhui and Qian, Min and Cheng, Bin and et al.}, year={2019}, month={Oct}, pages={1633–1710} } @article{kosorok_laber_louis_2019, title={Precision Medicine}, volume={6}, ISSN={["2326-831X"]}, DOI={10.1146/annurev-statistics-030718-105251}, journal={ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, VOL 6}, author={Kosorok, Michael R. and Laber, Eric B. and Louis, TA}, year={2019}, pages={263–286} } @article{lewis_laber_olby_2019, title={Predictors of Response to 4-Aminopyridine in Chronic Canine Spinal Cord Injury}, volume={36}, ISSN={0897-7151 1557-9042}, url={http://dx.doi.org/10.1089/neu.2018.5975}, DOI={10.1089/neu.2018.5975}, number={9}, journal={Journal of Neurotrauma}, publisher={Mary Ann Liebert Inc}, author={Lewis, Melissa J. and Laber, Eric and Olby, Natasha J.}, year={2019}, month={May}, pages={1428–1434} } @article{zottola_desmarais_neupert_dong_laber_lowder_van dorn_2019, title={Results of the Brief Jail Mental Health Screen Across Repeated Jail Bookings}, volume={70}, ISSN={1075-2730 1557-9700}, url={http://dx.doi.org/10.1176/appi.ps.201800377}, DOI={10.1176/appi.ps.201800377}, number={11}, journal={Psychiatric Services}, publisher={American Psychiatric Association Publishing}, author={Zottola, Samantha A. and Desmarais, Sarah L. and Neupert, Shevaun D. and Dong, Lin and Laber, Eric and Lowder, Evan M. and Van Dorn, Richard A.}, year={2019}, month={Nov}, pages={1006–1012} } @article{laber_staicu_2018, title={Functional Feature Construction for Individualized Treatment Regimes}, volume={113}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2017.1321545}, number={523}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Laber, Eric B. and Staicu, Ana-Maria}, year={2018}, pages={1219–1227} } @article{laber_wu_munera_lipkovich_colucci_ripa_2018, title={Identifying optimal dosage regimes under safety constraints: An application to long term opioid treatment of chronic pain}, volume={37}, ISSN={0277-6715}, url={http://dx.doi.org/10.1002/SIM.7566}, DOI={10.1002/SIM.7566}, number={9}, journal={Statistics in Medicine}, publisher={Wiley}, author={Laber, Eric B. and Wu, Fan and Munera, Catherine and Lipkovich, Ilya and Colucci, Salvatore and Ripa, Steve}, year={2018}, month={Feb}, pages={1407–1418} } @article{butler_laber_davis_kosorok_2018, title={Incorporating Patient Preferences into Estimation of Optimal Individualized Treatment Rules}, volume={74}, ISSN={["1541-0420"]}, DOI={10.1111/biom.12743}, number={1}, journal={BIOMETRICS}, author={Butler, Emily L. and Laber, Eric B. and Davis, Sonia M. and Kosorok, Michael R.}, year={2018}, month={Mar}, pages={18–26} } @article{zhang_laber_davidian_tsiatis_2018, title={Interpretable Dynamic Treatment Regimes}, volume={113}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2017.1345743}, number={524}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Zhang, Yichi and Laber, Eric B. and Davidian, Marie and Tsiatis, Anastasios A.}, year={2018}, pages={1541–1549} } @article{shortreed_laber_scott stroup_pineau_murphy_2017, title={A multiple imputation strategy for sequential multiple assignment randomized trials}, volume={36}, ISSN={0277-6715}, url={http://dx.doi.org/10.1002/SIM.7285}, DOI={10.1002/SIM.7285}, number={23}, journal={Statistics in Medicine}, publisher={Wiley}, author={Shortreed, Susan M. and Laber, Eric and Scott Stroup, T. and Pineau, Joelle and Murphy, Susan A.}, year={2017}, month={Mar}, pages={3760–3760} } @article{fenn_laber_williams_rousse_early_mariani_munana_decker_volk_olby_et al._2017, title={Associations Between Anesthetic Variables and Functional Outcome in Dogs With Thoracolumbar Intervertebral Disk Extrusion Undergoing Decompressive Hemilaminectomy}, volume={31}, ISSN={0891-6640}, url={http://dx.doi.org/10.1111/jvim.14677}, DOI={10.1111/jvim.14677}, number={3}, journal={Journal of Veterinary Internal Medicine}, publisher={Wiley}, author={Fenn, J. and Laber, E. and Williams, K. and Rousse, C. A. and Early, P. J. and Mariani, C. L. and Munana, Karen and Decker, S. De and Volk, H. A. and Olby, N. J. and et al.}, year={2017}, month={Mar}, pages={814–824} } @article{laber_davidian_2017, title={Dynamic treatment regimes, past, present, and future: A conversation with experts}, volume={26}, ISSN={["1477-0334"]}, DOI={10.1177/0962280217708661}, number={4}, journal={STATISTICAL METHODS IN MEDICAL RESEARCH}, author={Laber, Eric B. and Davidian, Marie}, year={2017}, month={Aug}, pages={1605–1610} } @article{linn_laber_stefanski_2017, title={Interactive Q-Learning for Quantiles}, volume={112}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2016.1155993}, number={518}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Linn, Kristin A. and Laber, Eric B. and Stefanski, Leonard A.}, year={2017}, month={Jun}, pages={638–649} } @article{kelleher_dorfman_plumb vilardaga_majestic_winger_gandhi_nunez_van denburg_shelby_reed_et al._2017, title={Optimizing delivery of a behavioral pain intervention in cancer patients using a sequential multiple assignment randomized trial SMART}, volume={57}, ISSN={1551-7144}, url={http://dx.doi.org/10.1016/J.CCT.2017.04.001}, DOI={10.1016/J.CCT.2017.04.001}, journal={Contemporary Clinical Trials}, publisher={Elsevier BV}, author={Kelleher, Sarah A. and Dorfman, Caroline S. and Plumb Vilardaga, Jen C. and Majestic, Catherine and Winger, Joseph and Gandhi, Vicky and Nunez, Christine and Van Denburg, Alyssa and Shelby, Rebecca A. and Reed, Shelby D. and et al.}, year={2017}, month={Jun}, pages={51–57} } @article{blau_davis_gorney_dohse_williams_lim_pfitzner_laber_sawicki_olby_2017, title={Quantifying center of pressure variability in chondrodystrophoid dogs}, volume={226}, ISSN={1090-0233}, url={http://dx.doi.org/10.1016/j.tvjl.2017.07.001}, DOI={10.1016/j.tvjl.2017.07.001}, journal={The Veterinary Journal}, publisher={Elsevier BV}, author={Blau, S.R. and Davis, L.M. and Gorney, A.M. and Dohse, C.S. and Williams, K.D. and Lim, J-H. and Pfitzner, W.G. and Laber, E. and Sawicki, G.S. and Olby, N.J.}, year={2017}, month={Aug}, pages={26–31} } @article{laber_shedden_2017, title={Statistical Significance and the Dichotomization of Evidence: The Relevance of the ASA Statement on Statistical Significance and p-Values for Statisticians}, volume={112}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2017.1311265}, number={519}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Laber, Eric B. and Shedden, Kerby}, year={2017}, pages={902–904} } @inbook{laber_shedden_yang_2016, title={An Imputation Method for Estimating the Learning Curve in Classification Problems}, ISBN={9783319270975 9783319270999}, ISSN={2193-2808 2197-8549}, url={http://dx.doi.org/10.1007/978-3-319-27099-9_9}, DOI={10.1007/978-3-319-27099-9_9}, booktitle={Statistical Analysis for High-Dimensional Data}, publisher={Springer International Publishing}, author={Laber, Eric B. and Shedden, Kerby and Yang, Yang}, year={2016}, pages={189–209} } @article{guan_laber_reich_2016, title={Bayesian nonparametric estimation for dynamic treatment regimes with sequential transition times comment}, volume={111}, number={515}, journal={Journal of the American Statistical Association}, author={Guan, Q. and Laber, E. B. and Reich, B. J.}, year={2016}, pages={936–942} } @article{guan_laber_reich_2016, title={Comment}, volume={111}, ISSN={0162-1459 1537-274X}, url={http://dx.doi.org/10.1080/01621459.2016.1200911}, DOI={10.1080/01621459.2016.1200911}, number={515}, journal={Journal of the American Statistical Association}, publisher={Informa UK Limited}, author={Guan, Qian and Laber, Eric B. and Reich, Brian J.}, year={2016}, month={Jul}, pages={936–942} } @article{zhang_tsiatis_davidian_zhang_laber_2016, title={Estimating optimal treatment regimes from a classification perspective (vol 1, pg 103, 2012)}, volume={5}, ISSN={["2049-1573"]}, DOI={10.1002/sta4.124}, number={1}, journal={STAT}, author={Zhang, Baqun and Tsiatis, Anastasios A. and Davidian, Marie and Zhang, Min and Laber, Eric}, year={2016}, pages={278–278} } @article{lizotte_laber_2016, title={Multi-objective markov decision processes for data-driven decision support}, volume={17}, journal={Journal of Machine Learning Research}, author={Lizotte, D. J. and Laber, E. B.}, year={2016} } @article{huang_laber_2016, title={Personalized Evaluation of Biomarker Value: A Cost-Benefit Perspective}, volume={8}, ISSN={["1867-1772"]}, DOI={10.1007/s12561-014-9122-4}, number={1}, journal={STATISTICS IN BIOSCIENCES}, author={Huang, Ying and Laber, Eric}, year={2016}, month={Jun}, pages={43–65} } @article{rodrigues_laber_2016, title={Preface}, volume={45}, ISSN={["1532-4141"]}, DOI={10.1080/03610918.2015.1111110}, number={7}, journal={COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION}, author={Rodrigues, Paulo C. and Laber, Eric}, year={2016}, pages={2657–2657} } @article{huang_laber_janes_2015, title={Characterizing expected benefits of biomarkers in treatment selection}, volume={16}, ISSN={["1468-4357"]}, DOI={10.1093/biostatistics/kxu039}, number={2}, journal={BIOSTATISTICS}, author={Huang, Ying and Laber, Eric B. and Janes, Holly}, year={2015}, month={Apr}, pages={383–399} } @article{zhang_laber_2015, title={Comment}, volume={110}, ISSN={0162-1459 1537-274X}, url={http://dx.doi.org/10.1080/01621459.2015.1106403}, DOI={10.1080/01621459.2015.1106403}, number={512}, journal={Journal of the American Statistical Association}, publisher={Informa UK Limited}, author={Zhang, Yichi and Laber, Eric B.}, year={2015}, month={Oct}, pages={1451–1454} } @article{grantham_reich_pacifici_laber_menninger_henley_barberán_leff_fierer_dunn_2015, title={Fungi Identify the Geographic Origin of Dust Samples}, volume={10}, ISSN={1932-6203}, url={http://dx.doi.org/10.1371/journal.pone.0122605}, DOI={10.1371/journal.pone.0122605}, number={4}, journal={PLOS ONE}, publisher={Public Library of Science (PLoS)}, author={Grantham, Neal S. and Reich, Brian J. and Pacifici, Krishna and Laber, Eric B. and Menninger, Holly L. and Henley, Jessica B. and Barberán, Albert and Leff, Jonathan W. and Fierer, Noah and Dunn, Robert R.}, editor={Rokas, AntonisEditor}, year={2015}, month={Apr}, pages={e0122605} } @article{zhao_zeng_laber_kosorok_2015, title={New Statistical Learning Methods for Estimating Optimal Dynamic Treatment Regimes}, volume={110}, ISSN={["1537-274X"]}, DOI={10.1080/01621459.2014.937488}, number={510}, journal={JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION}, author={Zhao, Ying-Qi and Zeng, Donglin and Laber, Eric B. and Kosorok, Michael R.}, year={2015}, month={Jun}, pages={583–598} } @article{song_kosorok_zeng_zhao_laber_yuan_2015, title={On sparse representation for optimal individualized treatment selection with penalized outcome weighted learning}, volume={4}, ISSN={2049-1573}, url={http://dx.doi.org/10.1002/STA4.78}, DOI={10.1002/STA4.78}, number={1}, journal={Stat}, publisher={Wiley}, author={Song, Rui and Kosorok, Michael and Zeng, Donglin and Zhao, Yingqi and Laber, Eric and Yuan, Ming}, year={2015}, month={Feb}, pages={59–68} } @article{laber_zhao_2015, title={Tree-based methods for individualized treatment regimes}, volume={102}, ISSN={["1464-3510"]}, DOI={10.1093/biomet/asv028}, number={3}, journal={BIOMETRIKA}, author={Laber, E. B. and Zhao, Y. Q.}, year={2015}, month={Sep}, pages={501–514} } @article{zhang_laber_tsiatis_davidian_2015, title={Using Decision Lists to Construct Interpretable and Parsimonious Treatment Regimes}, volume={71}, ISSN={["1541-0420"]}, DOI={10.1111/biom.12354}, number={4}, journal={BIOMETRICS}, author={Zhang, Yichi and Laber, Eric B. and Tsiatis, Anastasios and Davidian, Marie}, year={2015}, month={Dec}, pages={895–904} } @article{laber_zhao_regh_davidian_tsiatis_stanford_zeng_song_kosorok_2015, title={Using pilot data to size a two-arm randomized trial to find a nearly optimal personalized treatment strategy}, volume={35}, ISSN={0277-6715}, url={http://dx.doi.org/10.1002/SIM.6783}, DOI={10.1002/sim.6783}, number={8}, journal={Statistics in Medicine}, publisher={Wiley}, author={Laber, Eric B. and Zhao, Ying-Qi and Regh, Todd and Davidian, Marie and Tsiatis, Anastasios and Stanford, Joseph B. and Zeng, Donglin and Song, Rui and Kosorok, Michael R.}, year={2015}, month={Oct}, pages={1245–1256} } @article{linn_laber_stefanski_2015, title={iqLearn: Interactive Q-Learning in R}, volume={64}, number={1}, journal={Journal of Statistical Software}, author={Linn, K. A. and Laber, E. B. and Stefanski, L. A.}, year={2015} } @article{shortreed_laber_scott stroup_pineau_murphy_2014, title={A multiple imputation strategy for sequential multiple assignment randomized trials}, volume={33}, ISSN={0277-6715}, url={http://dx.doi.org/10.1002/SIM.6223}, DOI={10.1002/SIM.6223}, number={24}, journal={Statistics in Medicine}, publisher={Wiley}, author={Shortreed, Susan M. and Laber, Eric and Scott Stroup, T. and Pineau, Joelle and Murphy, Susan A.}, year={2014}, month={Jun}, pages={4202–4214} } @article{laber_tsiatis_davidian_holloway_2014, title={Combining Biomarkers to Optimize Patient Treatment Recommendations Discussions}, volume={70}, ISSN={["1541-0420"]}, DOI={10.1111/biom.12187}, number={3}, journal={BIOMETRICS}, author={Laber, Eric B. and Tsiatis, Anastasios A. and Davidian, Marie and Holloway, Shannon T.}, year={2014}, month={Sep}, pages={707–710} } @article{zhao_zeng_laber_song_yuan_kosorok_2014, title={Doubly robust learning for estimating individualized treatment with censored data}, volume={102}, ISSN={0006-3444 1464-3510}, url={http://dx.doi.org/10.1093/biomet/asu050}, DOI={10.1093/biomet/asu050}, number={1}, journal={Biometrika}, publisher={Oxford University Press (OUP)}, author={Zhao, Y. Q. and Zeng, D. and Laber, E. B. and Song, R. and Yuan, M. and Kosorok, M. R.}, year={2014}, month={Dec}, pages={151–168} } @article{zhao_laber_2014, title={Estimation of optimal dynamic treatment regimes}, volume={11}, ISSN={["1740-7753"]}, DOI={10.1177/1740774514532570}, number={4}, journal={CLINICAL TRIALS}, author={Zhao, Ying-Qi and Laber, Eric B.}, year={2014}, month={Aug}, pages={400–407} } @article{chakraborty_laber_zhao_2014, title={Inference about the expected performance of a data-driven dynamic treatment regime}, volume={11}, ISSN={["1740-7753"]}, DOI={10.1177/1740774514537727}, number={4}, journal={CLINICAL TRIALS}, author={Chakraborty, Bibhas and Laber, Eric B. and Zhao, Ying-Qi}, year={2014}, month={Aug}, pages={408–417} } @article{laber_linn_stefanski_2014, title={Interactive model building for Q-learning}, volume={101}, ISSN={["1464-3510"]}, DOI={10.1093/biomet/asu043}, number={4}, journal={BIOMETRIKA}, author={Laber, Eric B. and Linn, Kristin A. and Stefanski, Leonard A.}, year={2014}, month={Dec}, pages={831–847} } @article{lim_muguet-chanoit_smith_laber_olby_2014, title={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}, volume={9}, number={12}, journal={PLoS One}, author={Lim, J. H. and Muguet-Chanoit, A. C. and Smith, D. T. and Laber, E. and Olby, N. J.}, year={2014} } @article{schulte_tsiatis_laber_davidian_2014, title={Q- and A-Learning Methods for Estimating Optimal Dynamic Treatment Regimes}, volume={29}, ISSN={["0883-4237"]}, DOI={10.1214/13-sts450}, number={4}, journal={STATISTICAL SCIENCE}, author={Schulte, Phillip J. and Tsiatis, Anastasios A. and Laber, Eric B. and Davidian, Marie}, year={2014}, month={Nov}, pages={640–661} } @article{laber_lizotte_qian_pelham_murphy_2014, title={Rejoinder of "Dynamic treatment regimes: Technical challenges and applications"}, volume={8}, journal={Electronic Journal of Statistics}, author={Laber, E. B. and Lizotte, D. J. and Qian, M. and Pelham, W. E. and Murphy, S. A.}, year={2014}, pages={1312–1321} } @article{laber_lizotte_ferguson_2014, title={Set-Valued Dynamic Treatment Regimes for Competing Outcomes}, volume={70}, ISSN={["1541-0420"]}, DOI={10.1111/biom.12132}, number={1}, journal={BIOMETRICS}, author={Laber, Eric B. and Lizotte, Daniel J. and Ferguson, Bradley}, year={2014}, month={Mar}, pages={53–61} } @article{vock_tsiatis_davidian_laber_tsuang_copeland_palmer_2013, title={Assessing the Causal Effect of Organ Transplantation on the Distribution of Residual Lifetime}, volume={69}, ISSN={["1541-0420"]}, DOI={10.1111/biom.12084}, number={4}, journal={BIOMETRICS}, author={Vock, David M. and Tsiatis, Anastasios A. and Davidian, Marie and Laber, Eric B. and Tsuang, Wayne M. and Copeland, C. Ashley Finlen and Palmer, Scott M.}, year={2013}, month={Dec}, pages={820–829} } @article{chakraborty_laber_zhao_2013, title={Inference for Optimal Dynamic Treatment Regimes Using an Adaptive m-Out-of-n Bootstrap Scheme}, volume={69}, ISSN={["1541-0420"]}, DOI={10.1111/biom.12052}, number={3}, journal={BIOMETRICS}, author={Chakraborty, Bibhas and Laber, Eric B. and Zhao, Yingqi}, year={2013}, month={Sep}, pages={714–723} } @article{zhang_tsiatis_laber_davidian_2013, title={Robust estimation of optimal dynamic treatment regimes for sequential treatment decisions}, volume={100}, ISSN={["1464-3510"]}, DOI={10.1093/biomet/ast014}, number={3}, journal={BIOMETRIKA}, author={Zhang, Baqun and Tsiatis, Anastasios A. and Laber, Eric B. and Davidian, Marie}, year={2013}, month={Sep}, pages={681–694} } @article{zhang_tsiatis_laber_davidian_2012, title={A Robust Method for Estimating Optimal Treatment Regimes}, volume={68}, ISSN={["1541-0420"]}, DOI={10.1111/j.1541-0420.2012.01763.x}, number={4}, journal={BIOMETRICS}, author={Zhang, Baqun and Tsiatis, Anastasios A. and Laber, Eric B. and Davidian, Marie}, year={2012}, month={Dec}, pages={1010–1018} } @article{zhang_tsiatis_davidian_zhang_laber_2012, title={Estimating optimal treatment regimes from a classification perspective}, volume={1}, ISSN={2049-1573}, url={http://dx.doi.org/10.1002/sta.411}, DOI={10.1002/sta.411}, number={1}, journal={Stat}, publisher={Wiley}, author={Zhang, Baqun and Tsiatis, Anastasios A. and Davidian, Marie and Zhang, Min and Laber, Eric}, year={2012}, month={Oct}, pages={103–114} } @article{laber_murphy_2011, title={Adaptive confidence intervals for the test error in classification rejoinder}, volume={106}, number={495}, journal={Journal of the American Statistical Association}, author={Laber, E. B. and Murphy, S. A.}, year={2011}, pages={940–945} } @article{shortreed_laber_lizotte_stroup_pineau_murphy_2010, title={Informing sequential clinical decision-making through reinforcement learning: an empirical study}, volume={84}, ISSN={0885-6125 1573-0565}, url={http://dx.doi.org/10.1007/S10994-010-5229-0}, DOI={10.1007/S10994-010-5229-0}, number={1-2}, journal={Machine Learning}, publisher={Springer Science and Business Media LLC}, author={Shortreed, Susan M. and Laber, Eric and Lizotte, Daniel J. and Stroup, T. Scott and Pineau, Joelle and Murphy, Susan A.}, year={2010}, month={Dec}, pages={109–136} }