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1

Guidelines for reinforcement learning in healthcare

Gottesman, Omer, Johansson, Fredrik, Komorowski, Matthieu, Faisal, Aldo, Sontag, David, Doshi-Velez, Finale, Celi, Leo Anthony

Journal:

Nature Medicine

Year:

2019

Language:

english

File:

PDF, 884 KB

english, 2019

2

Accountability of AI Under the Law: The Role of Explanation

Doshi-Velez, Finale, Kortz, Mason, Budish, Ryan, Bavitz, Christopher, Gershman, Samuel J., O'Brien, David, Shieber, Stuart, Waldo, Jim, Weinberger, David, Wood, Alexandra

Journal:

SSRN Electronic Journal

Year:

2017

Language:

english

File:

PDF, 203 KB

english, 2017

3

[IEEE 2016 IEEE 16th International Conference on Data Mining (ICDM) - Barcelona, Spain (2016.12.12-2016.12.15)] 2016 IEEE 16th International Conference on Data Mining (ICDM) - Bayesian Rule Sets for Interpretable Classification

Wang, Tong, Rudin, Cynthia, Velez-Doshi, Finale, Liu, Yimin, Klampfl, Erica, MacNeille, Perry

Year:

2016

Language:

english

File:

PDF, 353 KB

english, 2016

4

Summarizing agent strategies

Amir, Ofra, Doshi-Velez, Finale, Sarne, David

Journal:

Autonomous Agents and Multi-Agent Systems

Year:

2019

Language:

english

File:

PDF, 418 KB

english, 2019

5

A Bayesian nonparametric approach to modeling motion patterns

Joshua Joseph, Finale Doshi-Velez, Albert S. Huang, Nicholas Roy

Journal:

Autonomous Robots

Year:

2011

Language:

english

File:

PDF, 1.86 MB

english, 2011

6

Reinforcement learning with limited reinforcement: Using Bayes risk for active learning in POMDPs

Finale Doshi-Velez, Joelle Pineau, Nicholas Roy

Journal:

Artificial Intelligence

Year:

2012

Language:

english

File:

PDF, 568 KB

english, 2012

7

Spoken language interaction with model uncertainty: an adaptive human–robot interaction system

Doshi, Finale, Roy, Nicholas

Journal:

Connection Science

Year:

2008

Language:

english

File:

PDF, 453 KB

english, 2008

8

Bayesian Nonparametric Methods for Partially-Observable Reinforcement Learning

Doshi-Velez, Finale, Pfau, David, Wood, Frank, Roy, Nicholas

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2015

Language:

english

File:

PDF, 1.43 MB

english, 2015

9

Improving counterfactual reasoning with kernelised dynamic mixing models

Parbhoo, Sonali, Gottesman, Omer, Ross, Andrew Slavin, Komorowski, Matthieu, Faisal, Aldo, Bon, Isabella, Roth, Volker, Doshi-Velez, Finale, Bacciu, Davide

Journal:

Year:

2018

Language:

english

File:

PDF, 2.15 MB

english, 2018

10

Do no harm: a roadmap for responsible machine learning for health care

Wiens, Jenna, Saria, Suchi, Sendak, Mark, Ghassemi, Marzyeh, Liu, Vincent X., Doshi-Velez, Finale, Jung, Kenneth, Heller, Katherine, Kale, David, Saeed, Mohammed, Ossorio, Pilar N., Thadaney-Israni, S

Journal:

Nature Medicine

Year:

2019

File:

PDF, 848 KB

2019

11

The application of machine learning methods to evaluate predictors of live birth in programmed thaw cycles

Vaughan, Denis, Pan, Weiwei, Yacoby, Yaniv, Seidler, Emily A., Leung, Angela Q., Doshi-Velez, Finale, Sakkas, Denny

Journal:

Fertility and Sterility

Year:

2019

File:

PDF, 118 KB

2019

12

The myth of generalisability in clinical research and machine learning in health care

Futoma, Joseph, Simons, Morgan, Panch, Trishan, Doshi-Velez, Finale, Celi, Leo Anthony

Journal:

The Lancet Digital Health

Year:

2020

File:

PDF, 86 KB

2020

13

Improving Safety and Operational Efficiency in Residential Care Settings With WiFi-Based Localization

Doshi-Velez, Finale, Li, William, Battat, Yoni, Charrow, Ben, Curthis, Dorothy, Park, Jun-geun, Hemachandra, Sachithra, Velez, Javier, Walsh, Cynthia, Fredette, Don

Journal:

Journal of the American Medical Directors Association

Year:

2012

Language:

english

File:

PDF, 517 KB

english, 2012

14

[IEEE 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems - San Diego, CA, USA (2007.10.29-2007.11.2)] 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems - Collision detection in legged locomotion using supervised learning

Doshi, Finale, Brunskill, Emma, Shkolnik, Alexander, Kollar, Thomas, Khashayar Rohanimanesh,, Tedrake, Russ, Roy, Nicholas

Year:

2007

Language:

english

File:

PDF, 253 KB

english, 2007

15

[IEEE 2012 IEEE International Conference on Robotics and Automation (ICRA) - St Paul, MN, USA (2012.05.14-2012.05.18)] 2012 IEEE International Conference on Robotics and Automation - A Bayesian nonparametric approach to modeling battery health

Joseph, Joshua, Doshi-Velez, Finale, Roy, Nicholas

Year:

2012

Language:

english

File:

PDF, 693 KB

english, 2012

16

[ACM Press the 25th international conference - Helsinki, Finland (2008.07.05-2008.07.09)] Proceedings of the 25th international conference on Machine learning - ICML '08 - Reinforcement learning with limited reinforcement

Doshi, Finale, Pineau, Joelle, Roy, Nicholas

Year:

2008

Language:

english

File:

PDF, 314 KB

english, 2008

17

[ACM Press the 20th ACM SIGKDD international conference - New York, New York, USA (2014.08.24-2014.08.27)] Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '14 - Unfolding physiological state

Ghassemi, Marzyeh, Naumann, Tristan, Doshi-Velez, Finale, Brimmer, Nicole, Joshi, Rohit, Rumshisky, Anna, Szolovits, Peter

Year:

2014

Language:

english

File:

PDF, 581 KB

english, 2014

18

[ACM Press the 26th Annual International Conference - Montreal, Quebec, Canada (2009.06.14-2009.06.18)] Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09 - Accelerated sampling for the Indian Buffet Process

Doshi-Velez, Finale, Ghahramani, Zoubin

Year:

2009

Language:

english

File:

PDF, 650 KB

english, 2009

19

[ACM Press Proceeding of the ACM/IEEE international conference - Arlington, Virginia, USA (2007.03.10-2007.03.12)] Proceeding of the ACM/IEEE international conference on Human-robot interaction - HRI '07 - Efficient model learning for dialog management

Doshi, Finale, Roy, Nicholas

Year:

2007

Language:

english

File:

PDF, 270 KB

english, 2007

20

Restricted Indian buffet processes

Doshi-Velez, Finale, Williamson, Sinead A.

Journal:

Statistics and Computing

Year:

2017

Language:

english

File:

PDF, 1.71 MB

english, 2017

21

Understanding vasopressor intervention and weaning: Risk prediction in a public heterogeneous clinical time series database

Wu, Mike, Ghassemi, Marzyeh, Feng, Mengling, Celi, Leo A, Szolovits, Peter, Doshi-Velez, Finale

Journal:

Journal of the American Medical Informatics Association

Year:

2016

Language:

english

File:

PDF, 1.19 MB

english, 2016

22

Prevalence of Inflammatory Bowel Disease Among Patients with Autism Spectrum Disorders

Doshi-Velez, Finale, Avillach, Paul, Palmer, Nathan, Bousvaros, Athos, Ge, Yaorong, Fox, Kathe, Steinberg, Greg, Spettell, Claire, Juster, Iver, Kohane, Isaac

Journal:

Inflammatory Bowel Diseases

Year:

2015

Language:

english

File:

PDF, 386 KB

english, 2015

23

PhenoLines: Phenotype Comparison Visualizations for Disease Subtyping via Topic Models

Glueck, Michael, Naeini, Mahdi Pakdaman, Doshi-Velez, Finale, Chevalier, Fanny, Khan, Azam, Wigdor, Daniel, Brudno, Michael

Journal:

IEEE Transactions on Visualization and Computer Graphics

Year:

2018

Language:

english

File:

PDF, 1.10 MB

english, 2018

24

Assessing topic model relevance: Evaluation and informative priors

Fan, Angela, Doshi‐Velez, Finale, Miratrix, Luke

Journal:

Statistical Analysis and Data Mining

Year:

2019

Language:

english

File:

PDF, 527 KB

english, 2019

25

Author Correction: Do no harm: a roadmap for responsible machine learning for health care

Wiens, Jenna, Saria, Suchi, Sendak, Mark, Ghassemi, Marzyeh, Liu, Vincent X., Doshi-Velez, Finale, Jung, Kenneth, Heller, Katherine, Kale, David, Saeed, Mohammed, Ossorio, Pilar N., Thadaney-Israni, S

Journal:

Nature Medicine

Year:

2019

File:

PDF, 497 KB

2019

26

The application of machine learning methods to evaluate predictors of live birth in programmed thaw cycles

Vaughan, Denis, Pan, Weiwei, Yacoby, Yaniv, Seidler, Emily A., Leung, Angela Q., Doshi-Velez, Finale, Sakkas, Denny

Journal:

Fertility and Sterility

Year:

2019

Language:

english

File:

PDF, 118 KB

english, 2019

27

Big Data in the Assessment of Pediatric Medication Safety

McMahon, Ann W., Cooper, William O., Brown, Jeffrey S., Carleton, Bruce, Doshi-Velez, Finale, Kohane, Isaac, Goldman, Jennifer L., Hoffman, Mark A., Kamaleswaran, Rishikesan, Sakiyama, Michiyo, Sekine

Journal:

Year:

2020

Language:

english

File:

PDF, 896 KB

english, 2020

28

Predicting treatment dropout after antidepressant initiation

Pradier, Melanie F., McCoy Jr, Thomas H., Hughes, Michael, Perlis, Roy H., Doshi-Velez, Finale

Journal:

Translational Psychiatry

Year:

2020

Language:

english

File:

PDF, 1.22 MB

english, 2020

29

Reports of the AAAI 2011 Spring Symposia

Buller, Mark, Cuddihy, Paul, Davis, Ernest, Doherty, Patrick, Doshi-Velez, Finale, Erdem, Esra, Fisher, Douglas, Green, Nancy, Hinkelmann, Knut, Maher, Mary Lou, McLurkin, James, Maheswaran, Rajiv, Ru

Journal:

Year:

2011

File:

PDF, 796 KB

2011

30

Assessment of a Prediction Model for Antidepressant Treatment Stability Using Supervised Topic Models

Hughes, Michael C., Pradier, Melanie F., Ross, Andrew Slavin, McCoy, Thomas H., Perlis, Roy H., Doshi-Velez, Finale

Journal:

JAMA Network Open

Year:

2020

File:

PDF, 1.03 MB

2020

31

Regional Tree Regularization for Interpretability in Deep Neural Networks

Wu, Mike, Parbhoo, Sonali, Hughes, Michael, Kindle, Ryan, Celi, Leo, Zazzi, Maurizio, Roth, Volker, Doshi-Velez, Finale

Journal:

Proceedings of the AAAI Conference on Artificial Intelligence

Year:

2020

File:

PDF, 1.28 MB

2020

32

Ensembles of Locally Independent Prediction Models

Ross, Andrew, Pan, Weiwei, Celi, Leo, Doshi-Velez, Finale

Journal:

Proceedings of the AAAI Conference on Artificial Intelligence

Year:

2020

File:

PDF, 1.74 MB

2020

33

Predicting change in diagnosis from major depression to bipolar disorder after antidepressant initiation

Pradier, Melanie F., Hughes, Michael C., McCoy, Thomas H., Barroilhet, Sergio A., Doshi-Velez, Finale, Perlis, Roy H.

Journal:

Neuropsychopharmacology

Year:

2020

File:

PDF, 900 KB

2020