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High dimensional precision medicine from patient-derived xenografts

Dec 13, 2019
Naim U. Rashid, Daniel J. Luckett, Jingxiang Chen, Michael T. Lawson, Longshaokan Wang, Yunshu Zhang, Eric B. Laber, Yufeng Liu, Jen Jen Yeh, Donglin Zeng, Michael R. Kosorok

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Global forensic geolocation with deep neural networks

May 28, 2019
Neal S. Grantham, Brian J. Reich, Eric B. Laber, Krishna Pacifici, Robert R. Dunn, Noah Fierer, Matthew Gebert, Julia S. Allwood, Seth A. Faith

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Thompson Sampling for Pursuit-Evasion Problems

Nov 11, 2018
Zhen Li, Nicholas J. Meyer, Eric B. Laber, Robert Brigantic

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Receiver Operating Characteristic Curves and Confidence Bands for Support Vector Machines

Jul 17, 2018
Daniel J. Luckett, Eric B. Laber, Samer S. El-Kamary, Cheng Fan, Ravi Jhaveri, Charles M. Perou, Fatma M. Shebl, Michael R. Kosorok

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Sufficient Markov Decision Processes with Alternating Deep Neural Networks

Mar 17, 2018
Longshaokan Wang, Eric B. Laber, Katie Witkiewitz

* 31 pages, 3 figures, extended abstract in the proceedings of RLDM2017. (v2 revisions: Fixed a minor bug in the code w.r.t. setting seed, as a result numbers in the simulation experiments had some slight changes, but conclusions stayed the same. Corrected typos. Improved notations.) 

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Estimation and Optimization of Composite Outcomes

Feb 13, 2018
Daniel J. Luckett, Eric B. Laber, Michael R. Kosorok

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Estimating Dynamic Treatment Regimes in Mobile Health Using V-learning

Oct 14, 2017
Daniel J. Luckett, Eric B. Laber, Anna R. Kahkoska, David M. Maahs, Elizabeth Mayer-Davis, Michael R. Kosorok

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

Feb 03, 2015
Phillip J. Schulte, Anastasios A. Tsiatis, Eric B. Laber, Marie Davidian

* Statistical Science 2014, Vol. 29, No. 4, 640-661 
* Published in at the Statistical Science ( by the Institute of Mathematical Statistics (

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Statistical Inference in Dynamic Treatment Regimes

Nov 26, 2013
Eric B. Laber, Min Qian, Dan J. Lizotte, William E. Pelham, Susan A. Murphy

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Set-valued dynamic treatment regimes for competing outcomes

Aug 07, 2012
Eric B. Laber, Daniel J. Lizotte, Bradley Ferguson

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Small Sample Inference for Generalization Error in Classification Using the CUD Bound

Jun 13, 2012
Eric B. Laber, Susan A. Murphy

* Appears in Proceedings of the Twenty-Fourth Conference on Uncertainty in Artificial Intelligence (UAI2008) 

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