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2020

76.

Predicting depression from hearing loss using machine learning Journal Article Forthcoming

M. G. Crowson, K. H. Franck, L. C. Rosella, T. C. Y. Chan

Ear and Hearing, Forthcoming.

75.

An ensemble learning framework for model fitting and evaluation in inverse linear optimization Journal Article Forthcoming

A. Babier, T. C. Y. Chan, T. Lee, R. Mahmood, D. Terekhov

INFORMS Journal on Optimization, Forthcoming.

74.

Sampling from the complement of a polyhedron: An MCMC algorithm for data augmentation Journal Article

T. C. Y. Chan, A. Diamant, R. Mahmood

Operations Research Letters, Vol. 48, pp. 744–751, 2020.

73.

Modelling resource requirements and physician staffing to provide virtual urgent medical care for residents of long-term care homes: a cross-sectional study Journal Article

F. Razak, S. Shin, F. Pogacar, H. Y. Jung, L. Pus, A. Moser, L. Lapointe-Shaw, T. Tang, J. L. Kwan, A. Weinerman, S. Rawal, V. Kushnir, D. Mak, D. Martin, K. G. Shojania, S. Bhatia, P. Agarwal, G. Mukerji, M. Fralick, M. K. Kapral, M. Morgan, B. Wong, T. C. Y. Chan, A. A. Verma

CMAJ Open, Vol. 8, pp. E514-E521, 2020.

72.

AutoAudio: Deep learning for automatic audiogram interpretation Journal Article

M. G. Crowson, J. W. Lee, A. Hamour, R. Mahmood, V. Lin, D. L. Tucci, T. C. Y. Chan

Journal of Medical Systems, Vol. 44 (Article No. 163), 2020.

71.

Effect of optimized versus guidelines-based automated external defibrillator placement on out-of-hospital cardiac arrest coverage: an in silico trial Journal Article

C. L. F. Sun, L. Karlsson, L. J. Morrison, S. C. Brooks, F. Folke, T. C. Y. Chan

Journal of the American Heart Association, Vol. 9 (Article No. e016701), 2020.

70.

Machine learning as a catalyst for value-based health care Journal Article

M. G. Crowson, T. C. Y. Chan

Journal of Medical Systems, Vol. 44 (Article No. 139), 2020.

69.

Machine learning for pattern detection in cochlear implant FDA adverse event reports Journal Article

M. G. Crowson, A. Hamour, V. Lin, J. M. Chen, T. C. Y. Chan

Cochlear Implants International, Vol. 21, pp. 313-322, 2020.

68.

Improving access to automated external defibrillators in rural and remote settings: A drone delivery feasibility study Journal Article

S. Cheskes, S. L. McLeod, M. Nolan, P. Snobelen, C. Vaillancourt, S. C. Brooks, K. N. Dainty, T. C. Y. Chan, I. R. Drennan

Journal of the American Heart Association, Vol. 9 (Article No. e016687), 2020.

67.

Points gained in football: Using Markov process-based value functions to assess team performance Journal Article Forthcoming

T. C. Y. Chan, C. Fernandes, M. L. Puterman

Operations Research, Forthcoming.

66.

Optimal in-hospital defibrillator placement Journal Article

K. H. B. Leung, C. L. F. Sun, M. Yang, K. S. Allan, N. Wong, T. C. Y. Chan

Resuscitation, Vol. 151, pp. 91-98, 2020.

65.

The importance of evaluating the complete automated knowledge-based planning pipeline Journal Article

A. Babier, R. Mahmood, A. L. McNiven, A. Diamant, T. C. Y. Chan

Physica Medica, Vol. 72, pp. 73-79, 2020.

64.

Improving bystander defibrillation in out-of-hospital cardiac arrests at home Journal Article Forthcoming

L. Karlsson, C. M. Hansen, C. Vourakis, C. L. F. Sun, S. Rajan, K. B. Sondergaard, L. Andelius, F. Lippert, G. H. Gislason, T. C. Y. Chan, C. Torp-Pedersen, F. Folke

European Heart Journal: Acute Cardiovascular Care, Forthcoming.

63.

Predicting post-operative cochlear implant performance using supervised machine learning Journal Article

M. G. Crowson, P. Dixon, J. W. Lee, D. Shipp, T. Le, V. Lin, J. Chen, T. C. Y. Chan

Otology & Neurotology, Vol. 41, pp. e1013-e1023, 2020.

62.

A physiology-based mathematical model for the selection of appropriate ventilator controls for lung and diaphragm protection Journal Article Forthcoming

B. Zhang, D. Ratano, L. J. Brochard, D. Georgopoulos, J. Duffin, M. Long, T. Schepens, I. Telias, A. S. Slutsky, E. C. Goligher, T. C. Y. Chan

Journal of Clinical Monitoring and Computing, Forthcoming.

61.

A drone delivery network for antiepileptic drugs: a framework and modeling case study in a lowest-income country Journal Article

F. J. Mateen, K. H. B Leung, A. C. Vogel, A. Fode Cissé, T. C. Y. Chan

Transactions of the Royal Society of Tropical Medicine and Hygiene, Vol. 114, pp. 308-314, 2020.

60.

Ambulance Emergency Response Optimization in developing countries Journal Article

J. J. Boutilier, T. C. Y. Chan

Operations Research, Vol. 68, pp. 1315-1334, 2020.

59.

Knowledge-based automated planning with three-dimensional generative adversarial networks Journal Article

A. Babier, R. Mahmood, A. L. McNiven, A. Diamant, T. C. Y. Chan

Medical Physics, Vol. 47, pp. 297-306, 2020.

58.

Predicting plays in the National Football League Journal Article

C. Fernandes, R. Yakubov, Y. Li, A. Prasad, T. C. Y. Chan

Journal of Sports Analytics, Vol. 6, pp. 35-43, 2020.

57.

Inverse optimization for the recovery of constraint parameters Journal Article

T. C. Y. Chan, N. Kaw

European Journal of Operational Research, Vol. 282, pp. 415-427, 2020.

2019

56.

In silico trial of optimized versus real public defibrillator locations Journal Article

C. L. F. Sun, L. Karlsson, C. Torp-Pedersen, L. J. Morrison, S. C. Brooks, F. Folke, T. C. Y. Chan

Journal of the American College of Cardiology, Vol. 74, pp. 1557-1567, 2019.

55.

Machine learning & cochlear implantation – A structured review of opportunities and challenges Journal Article

M. G. Crowson, V. Lin, J. M. Chen, T. C. Y. Chan

Otology & Neurotology, Vol. 41, pp. e36-e45, 2019.

54.

Health care utilization prior to out-of-hospital cardiac arrest: a population-based study Journal Article

M. Shuvy, M. Koh, F. Qiu, S. C. Brooks, T. C. Y. Chan, S. Cheskes, P. Dorian, G. Geri, S. Lin, D. C. Scales, D. T. Ko

Resuscitation, Vol. 141, pp. 158-165, 2019.

53.

A mathematical optimization framework for expansion draft decision making and analysis Journal Article

K. E. C. Booth, T. C. Y. Chan, Y. Shalaby

Journal of Quantitative Analysis in Sports, Vol. 15, pp. 27-40, 2019.

52.

Process flexibility in baseball: The value of positional flexibility Journal Article

T. C. Y. Chan, D. Fearing

Management Science, Vol. 65, pp. 1642-1666, 2019.

51.

Inverse optimization: Closed-form solutions, geometry, and goodness of fit Journal Article

T. C. Y. Chan, T. Lee, D. Terekhov

Management Science, Vol. 65, pp. 1115-1135, 2019.

50.

A contemporary review of machine learning in otolaryngology-head & neck surgery Journal Article

M. G. Crowson, J. Ranisau, A. Eskander, A. Babier, B. Xu, R. R. Kahmke, J. M. Chen, T. C. Y. Chan

Laryngoscope, Vol. 130, pp. 45-51, 2019.

2018

49.

Robust radiotherapy planning Journal Article

J. Unkelbach, M. Alber, M. Bangert, R. Bokrantz, T. C. Y. Chan, J. Deasy, A. Fredriksson, B. L. Gorissen, M. van Herk, W. Liu, H. Mahmoudzadeh, O. Nohadani, J. V. Siebers, M. Witte, H. Xu

Physics in Medicine and Biology, Vol. 63(Article No. 22TR02), 2018.

48.

Applications of machine learning algorithms to predict therapeutic outcomes in depression: A meta-analysis and systematic review Journal Article

Y. Lee, R.-M. Ragguett, R. B. Mansur, J. J. Boutilier, J. D. Rosenblat, A. Trevizol, E. Brietzke, K. Lin, Z. Pan, M. Subramaniapillai, T. C. Y. Chan, D. Fus, C. Park, N. Musial, H. Zuckerman, V. C.-H. Chen, R. Ho, C. Rong, R. S. McIntyre

Journal of Affective Disorders, Vol. 241, pp. 519-532, 2018.

47.

Spatiotemporal AED optimization is generalizable Journal Article

C. L. F. Sun, L. Karlsson, C. Torp-Pedersen, L. J. Morrison, F. Folke, T. C. Y. Chan

Resuscitation, Vol. 131, pp. 101-107, 2018.

46.

A Bayesian regression approach to handicapping tennis players based on a rating system Journal Article

T. C. Y. Chan, R. Singal

Journal of Quantitative Analysis in Sports, Vol. 14, pp. 131-141, 2018.

45.

A small number of objective function weight vectors is sufficient for automated treatment planning in prostate cancer Journal Article

A. Goli, J. J. Boutilier, M. B. Sharpe, T. Craig, T. C. Y. Chan

Physics in Medicine and Biology, Vol. 63(Article No. 195004), 2018.

44.

Inverse optimization of objective function weights for treatment planning using clinical dose-volume histograms Journal Article

A. Babier, J. J. Boutilier, M. B. Sharpe, A. L. McNiven, T. C. Y. Chan

Physics in Medicine and Biology, Vol. 63(Article No. 105004), 2018.

43.

Knowledge-based automated planning for oropharyngeal cancer Journal Article

A. Babier, J. J. Boutilier, A. L. McNiven, T. C. Y. Chan

Medical Physics, Vol. 45, pp. 2875-2883, 2018.

42.

Women's College Hospital uses Operations Research to create an ambulatory clinic schedule Journal Article

B. K. Eagen, T. C. Y. Chan, M. W. Carter

Service Science, Vol. 10, pp. 230-240, 2018.

41.

A mixed-integer optimization approach for homogeneous magnet design Journal Article

I. Dayarian, T. C. Y. Chan, D. Jaffray, T. Stanescu

Technology, Vol. 6, pp. 49-58, 2018.

40.

Trade-off preservation in inverse multi-objective convex optimization Journal Article

T. C. Y. Chan, T. Lee

European Journal of Operational Research, Vol. 270, pp. 25-39, 2018.

39.

Improving fairness in match play golf through enhanced handicap allocation Journal Article

T. C. Y. Chan, D. Madras, M. L. Puterman

Journal of Sports Analytics, Vol. 4, pp. 251-262, 2018.

38.

Robust defibrillator deployment under cardiac arrest location uncertainty via row-and-column generation Journal Article

T. C. Y. Chan, Z.-J. Shen, A. Siddiq

Operations Research, Vol. 66, pp. 358-379, 2018.

2017

37.

Increased cardiac arrest survival and bystander intervention in enclosed pedestrian walkway systems Journal Article

M. Lee, D. Demirtas, J. E. Buick, M. J. Feldman, S. Cheskes, L. J. Morrison, T. C. Y. Chan

Resuscitation, Vol. 118, pp. 1-7, 2017.

36.

Stability and continuity in robust optimization Journal Article

T. C. Y. Chan, P. A. Mar

SIAM Journal on Optimization, Vol. 27, pp. 817-841, 2017.

35.

Operations Research in Global Health: A scoping review with a focus on the themes of health equity and impact Journal Article

B. D. Bradley, T. Jung, A. Tandon-Verma, B. Khoury, T. C. Y. Chan, Y.-L. Cheng

Health Research Policy and Systems, Vol. 15(Article No. 32), 2017.

34.

Optimizing a drone network to deliver automated external defibrillators Journal Article

J. J. Boutilier, S. C. Brooks, A. Janmohamed, A. Byers, J. E. Buick, C. Zhan, A. P. Schoellig, S. Cheskes, L. J. Morrison, T. C. Y. Chan

Circulation, Vol. 135, pp. 2454-2465, 2017.

33.

Ranking businesses and municipal locations by spatiotemporal cardiac arrest risk to guide public defibrillator placement Journal Article

C. L. F. Sun, S. C. Brooks, L. J. Morrison, T. C. Y. Chan

Circulation, Vol. 135, pp. 1104-1119, 2017.

32.

Rise and shock: Optimal defibrillator placement in a high-rise building Journal Article

T. C. Y. Chan

Prehospital Emergency Care, Vol. 21, pp. 309-314, 2017.

2016

31.

A Markov Decision Process-based handicap system for tennis Journal Article

T. C. Y. Chan, R. Singal

Journal of Quantitative Analysis in Sports, Vol. 12, pp. 179-189, 2016.

30.

Overcoming spatial and temporal barriers to public access defibrillators via optimization Journal Article

C. L. F. Sun, D. Demirtas, S. C. Brooks, L. J. Morrison, T. C. Y. Chan

Journal of the American College of Cardiology, Vol. 68, pp. 836-845, 2016.

29.

Sample size requirements for knowledge-based treatment planning Journal Article

J. J. Boutilier, T. Craig, M. B. Sharpe, T. C. Y. Chan

Medical Physics, Vol. 43, pp. 1212-1221, 2016.

28.

Optimizing the deployment of public access defibrillators Journal Article

T. C. Y. Chan, D. Demirtas, R. H. Kwon

Management Science, Vol. 62, pp. 3617-3635, 2016.

27.

Constraint generation methods for robust optimization in radiation therapy Journal Article

H. Mahmoudzadeh, T. G. Purdie, T. C. Y. Chan

Operations Research for Health Care, Vol. 8, pp. 85-90, 2016.

2015

26.

The value of nodal information in predicting lung cancer relapse using 4DPET/4DCT Journal Article

H. Li, N. Becker, S. Raman, T. C. Y. Chan, J.-P. Bissonnette

Medical Physics, Vol. 42, pp. 4727-4733, 2015.

25.

Robust PET-guided intensity-modulated radiation therapy Journal Article

H. Li, J. P. Bissonnette, T. Purdie, T. C. Y. Chan

Medical Physics, Vol. 42, pp. 4863-4871, 2015.

24.

The perils of adapting to dose errors in radiation therapy Journal Article

V. V. Mišić, T. C. Y. Chan

PLOS ONE, Vol. 10(Article No. e0125335), 2015.

23.

Adaptive and robust radiation therapy in the presence of drift Journal Article

P. A. Mar, T. C. Y. Chan

Physics in Medicine and Biology, Vol. 60, pp. 3599-3615, 2015.

22.

Robust optimization methods for cardiac sparing in tangential breast IMRT Journal Article

H. Mahmoudzadeh, J. Lee, T. C. Y. Chan, T. G. Purdie

Medical Physics, Vol. 42, pp. 2212-2222, 2015.

21.

Models for predicting objective function weights in prostate cancer IMRT Journal Article

J. J. Boutilier, T. Lee, T. Craig, M. B. Sharpe, T. C. Y. Chan

Medical Physics, Vol. 42, pp. 1586-1595, 2015.

2014

20.

A robust-CVaR optimization approach with application to breast cancer therapy Journal Article

T. C. Y. Chan, H. Mahmoudzadeh, T. G. Purdie

European Journal of Operational Research, Vol. 238, pp. 876-885, 2014.

19.

Estimating oxygen needs for childhood pneumonia in developing country health systems: a new model for expecting the unexpected Journal Article

B. D. Bradley, S. R. C. Howie, T. C. Y. Chan, Y.-L. Cheng

PLOS ONE, Vol. 9(Article No. e89872), 2014.

18.

Generalized inverse multi-objective optimization with application to cancer therapy Journal Article

T. C. Y. Chan, T. Craig, T. Lee, M. B. Sharpe

Operations Research, Vol. 62, pp. 680-695, 2014.

17.

A stochastic model for tumor geometry evolution during radiation therapy in cervical cancer Journal Article

Y. Liu, T. C. Y. Chan, C.-G. Lee, Y. B. Cho, M. K. Islam

Medical Physics, Vol. 41(Article No. 021705), 2014.

16.

A new mathematical programming approach to optimize wind farm layouts Journal Article

S. D. O. Turner, D. A. Romero, P. Y. Zhang, C. H. Amon, T. C. Y. Chan

Renewable Energy, Vol. 63, pp. 674-680, 2014.

2013

15.

Predicting objective function weights from patient anatomy in prostate IMRT treatment planning Journal Article

T. Lee, M. Hummad, T. C. Y. Chan, T. Craig, M. B. Sharpe

Medical Physics, Vol. 40(Article No. 121706), 2013.

14.

Examining the LEED rating system using inverse optimization Journal Article

S. D. O. Turner, T. C. Y. Chan

Journal of Solar Energy Engineering, Vol. 135(Article No. 040901), 2013.

13.

Deal or No Deal: A spreadsheet game to introduce decision making under uncertainty Journal Article

T. C. Y. Chan

INFORMS Transactions on Education, Vol. 14, pp. 53-60, 2013.

12.

Adaptive and robust radiation therapy optimization for lung cancer Journal Article

T. C. Y. Chan, V. V. Mišić

European Journal of Operational Research, Vol. 231, pp. 745-756, 2013.

11.

Modeling the impact of public access defibrillator range on public location cardiac arrest coverage Journal Article

A. A. Siddiq, S. C. Brooks, T. C. Y. Chan

Resuscitation, Vol. 84, pp. 904-909, 2013.

10.

Identifying locations for public access defibrillators using mathematical optimization Journal Article

T. C. Y. Chan, H. Li, G. Lebovic, S. K. Tang, J. Y. T. Chan, H. C. K. Cheng, L. J. Morrison, S. C. Brooks

Circulation, Vol. 127, pp. 1801-1809, 2013.

9.

Determining risk for out-of-hospital cardiac arrest by location type in a Canadian urban setting to guide future public access defibrillator placement Journal Article

S. C. Brooks, J. H. Hsu, S. K. Tang, R. Jeyakumar, T. C. Y. Chan

Annals of Emergency Medicine, Vol. 61, pp. 530-538, 2013.

8.

Motion-compensating intensity maps in intensity-modulated radiation therapy Journal Article

T. C. Y. Chan

IIE Transactions on Healthcare Systems Engineering, Vol. 3, pp. 1-22, 2013.

2012

7.

Quantifying the contribution of NHL player types to team performance Journal Article

T. C. Y. Chan, J. A. Cho, D. C. Novati

Interfaces, Vol. 42, pp. 131-145, 2012.

2010

6.

Optimal margin and edge-enhanced intensity maps in the presence of motion and uncertainty Journal Article

T. C. Y. Chan, J. N. Tsitsiklis, T. Bortfeld

Physics in Medicine and Biology, Vol. 55, pp. 515-533, 2010.

2009

5.

Experimental evaluation of a robust optimization method for IMRT of moving targets Journal Article

C. Vrančić, A. Trofimov, T. C. Y. Chan, G. C. Sharp, T. Bortfeld

Physics in Medicine and Biology, Vol. 54, pp. 2901-2914, 2009.

2008

4.

Robust management of motion uncertainty in intensity modulated radiation therapy Journal Article

T. Bortfeld, T. C. Y. Chan, A. Trofimov, J. N. Tsitsiklis

Operations Research, Vol. 56, pp. 1461-1473, 2008.

3.

Tumor trailing strategy for intensity-modulated radiation therapy of moving targets Journal Article

A. Trofimov, C. Vrancic, T. C. Y. Chan, G. C. Sharp, T. Bortfeld

Medical Physics, Vol. 35, pp. 1718-1733, 2008.

2007

2.

Accounting for range uncertainties in the optimization of intensity modulated proton therapy Journal Article

J. Unkelbach, T. C. Y. Chan, T. Bortfeld

Physics in Medicine and Biology, Vol. 52, pp. 2755-2773, 2007.

2006

1.

A robust approach to IMRT optimization Journal Article

T. C. Y. Chan, T. Bortfeld, J. N. Tsitsiklis

Physics in Medicine and Biology, Vol. 51, pp. 2567-2583, 2006.

9.

Machine learning-based risk stratification for early detection of diabetes and hypertension in resource-limited settings Miscellaneous

J. J. Boutilier, T. C. Y. Chan, M. Ranjan, S. Deo

under revision for JMIR, 2020.

8.

Introducing and integrating machine learning in an operations research curriculum: an application-driven course Miscellaneous

J. J. Boutilier, T. C. Y. Chan

under revision for INFORMS Transactions on Education, 2020.

7.

Public defibrillator accessibility and mobility trends during the COVID-19 pandemic in Canada Miscellaneous

K. H. B. Leung, R. Alam, S. C. Brooks, T. C. Y. Chan

under review at Resuscitation, 2020.

6.

Inverse mixed integer optimization: Certificate sets and trust region methods Miscellaneous

M. Bodur, T. C. Y. Chan, I. Zhu

under review at Operations Research, 2020.

5.

Cherry-picking and its negative effect on system service level: evidence from a radiology workflow platform Miscellaneous

T. C. Y. Chan, N. Howard, S. Lagzi, G. Romero

2020.

4.

An inverse optimization approach to measuring clinical pathway concordance Miscellaneous

T. C. Y. Chan, M. Eberg, K. Forster, C. Holloway, L. Ieraci, Y. Shalaby, N. Yousefi

under second review at Management Science, 2020.

3.

Spatial price integration in competitive markets with capacitated transportation networks Miscellaneous

J. R. Birge, T. C. Y. Chan, M. Pavlin, I. Zhu

under revision for Operations Research, 2020.

2.

Response time optimization for drone-delivered automated external defibrillators Miscellaneous

J. J. Boutilier, T. C. Y. Chan

under revision for Manufacturing and Service Operations Management, 2019.

1.

Sparse flexible design: a machine learning approach Miscellaneous

T. C. Y. Chan, D. Letourneau, B. Potter

under revision for Flexible Services and Manufacturing Journal, 2019.

7.

The importance of evaluating the complete knowledge-based automated planning pipeline Inproceedings

A. Babier, R. Mahmood, A. Diamant, A. McNiven, T. C. Y. Chan

Proceedings of the International Conference on the use of Computers in Radiation Therapy, 2019.

6.

Automated treatment planning in radiation therapy using generative adversarial networks Inproceedings

R. Mahmood, A. Babier, A. McNiven, A. Diamant, T. C. Y. Chan

Proceedings of the 3rd Machine Learning for Healthcare Conference, pp. 484-499, PMLR, 2018.

5.

The value of flexibility in baseball roster construction Inproceedings

T. C. Y. Chan, D. S. Fearing

Proceedings of the 7th Annual MIT Sloan Sports Analytics Conference, 2013.

4.

Examining the LEED rating system using approximate inverse optimization Inproceedings

S. D. O. Turner, T. C. Y. Chan

Proceedings of the ASME 2012 International Mechanical Engineering Congress and Exposition, 2012.

3.

Split personalities of NHL players: using clustering, projection and regression to measure individual point shares Inproceedings

T. C. Y. Chan, D. C. Novati

Proceedings of the 2012 MIT Sloan Sports Analytics Conference, 2012.

2.

Single and multi-agent exploration of a Markov decision process Inproceedings

T. C. Y. Chan, E. Feron

Proceedings of the 42nd Allerton Conference on Communication, Control, and Computing, 2004.

1.

Development of an automated tracking system of tagged wild animals Inproceedings

M. Ishutkina, T. Chan, E. Feron

Proceedings of the Automation Technology for Off-Road Equipment Conference, 2004.

2.

Robust optimization methods Book Chapter

T. C. Y. Chan, P. A. C. Mar

Terlaky, T; Anjos, M; Ahmed, S (Ed.): Advances and Trends in Optimization with Engineering Applications, Chapter 25, pp. 333-344, SIAM, Philadelphia, 2017.

1.

Robust wind farm layout optimization Book Chapter

P. Y. Zhang, J. Y. J. Kuo, D. Romero, T. C. Y. Chan, C. H. Amon

Terlaky, T; Anjos, M; Ahmed, S (Ed.): Advances and Trends in Optimization with Engineering Applications, Chapter 28, pp. 367-374, SIAM, Philadelphia, 2017.

1.

Optimization under uncertainty in radiation therapy PhD Thesis

T. C. Y. Chan

Sloan School of Management, MIT, 2007.