Robustness of Proactive Intensive Care Unit Transfer Policies
References
- (2008) Relaxations of weakly coupled stochastic dynamic programs. Oper. Res. 56(3):712–727.Link, Google Scholar
- (2010) Markov decision processes: A tool for sequential decision making under uncertainty. Medical Decision Making 30(4):474–483.Crossref, Google Scholar
- (2004) The optimal timing of living-donor liver transplantation. Management Sci. 50(10):1420–1430.Link, Google Scholar
- (2001) On optimal call admission control in resource-sharing system. IEEE Trans. Comm. 49(9):1659–1668.Crossref, Google Scholar
- (2012) OR Forum—a POMDP approach to personalize mammography screening decisions. Oper. Res. 60(5):1019–1034.Link, Google Scholar
- (2002) Day of the week of intensive care admission and patient outcomes: A multisite regional evaluation. Medical Care 40(6):530–539.Crossref, Google Scholar
- (2016) Performance analysis of a reflected fluid production/inventory model. Math. Methods Oper. Res. 83(1):1–31.Crossref, Google Scholar
- (2018) A threshold policy in a Markov-modulated production system with server vacation: The case of continuous and batch supplies. Adv. Appl. Probab. 50(4):1246–1274.Crossref, Google Scholar
- (2016) National Early Warning Score (NEWS) as an emergency department predictor of disease severity and 90-day survival in the acutely dyspneic patient—a prospective observational study. Scandinavian J. Trauma Resuscitation Emergency Medicine 24(1):80.Crossref, Google Scholar
- (2012) Sensitivity analysis of an ICU simulation model. Proc. 2012 Winter Simulation Conf. (WSC) (IEEE), 1–12.Google Scholar
- (2008) A scoring system predicting the risk for intensive care unit admission for complications after major lung resection: A multicenter analysis. Ann. Thoracic Surgery 86(1):213–218.Crossref, Google Scholar
- (2022) Robust control of the multi-armed bandit problem. Ann Oper. Res. 317:461–480.Google Scholar
- ; DELAY-ED study group (2007) Impact of delayed transfer of critically ill patients from the emergency department to the intensive care unit. Critical Care Medicine 35(6):1477–1483.Crossref, Google Scholar
- (2012) Optimizing intensive care unit discharge decisions with patient readmissions. Oper. Res. 60(6):1323–1341.Link, Google Scholar
- (2019) Optimal stopping for medical treatment with predictive information. Working paper, National University of Singapore, Singapore.Google Scholar
- (2009) High occupancy increases the risk of early death or readmission after transfer from intensive care. Critical Care Medicine 37(10):2753–2758.Google Scholar
- (2013) Risk-adjusting hospital mortality using a comprehensive electronic record in an integrated healthcare delivery system. Medical Care 51(5):446–453.Crossref, Google Scholar
- (1979) Bandit processes and dynamic allocation indices. J. Roy. Statist. Soc. B 41(2):148–164.Crossref, Google Scholar
- (2018) Data uncertainty in Markov chains: Application to cost-effectiveness analyses of medical innovations. Oper. Res. 66(3):697–715.Link, Google Scholar
- (2022) Robust Markov decision processes: Beyond rectangularity. Math. Oper. Res., ePub ahead of print April 20, https://doi.org/10.1287/moor.2022.1259.Google Scholar
- (2002) How many hospitals beds? Inquiry 39(4):400–412.Crossref, Google Scholar
- (2010) Colorectal cancer screening for average-risk North Americans: An economic evaluation. PLoS Medicine 7(11):e1000370.Crossref, Google Scholar
- (1997) ICU admission score for predicting morbidity and mortality risk after coronary artery bypass grafting. Ann. Thoracic Surgery 64(4):1050–1058.Crossref, Google Scholar
- (2018) Age of information: Whittle index for scheduling stochastic arrivals. Proc. 2018 IEEE Internat. Sympos. Inform. Theory (ISIT) (IEEE), 2634–2638.Google Scholar
- (2018) An examination of early transfers to the ICU based on a physiologic risk score. Manufacturing Service Oper. Management 20(3):531–549.Link, Google Scholar
- (2005) Robust dynamic programming. Math. Oper. Res. 30(2):257–280.Link, Google Scholar
- (2020) Double reinforcement learning for efficient off-policy evaluation in Markov decision processes. J. Machine Learn. Res. 21(167).Google Scholar
- (2012) An econometric analysis of patient flows in the cardiac intensive care unit. Manufacturing Service Oper. Management 14(1):50–65.Link, Google Scholar
- (2016) Robust multiarmed bandit problems. Management Sci. 62(1):264–285.Link, Google Scholar
- (2014) ICU admission control: An empirical study of capacity allocation and its implication for patient outcomes. Management Sci. 61(1):19–38.Link, Google Scholar
- (2016) Development and validation of an electronic medical record-based alert score for detection of inpatient deterioration outside the ICU. J. Biomedical Informatics 64:10–19.Crossref, Google Scholar
- (1992) Simulation of a hospital’s surgical suite and critical care area. Crain RC, ed. Proc. 24th Winter Simulation Conf., Arlington, VA (ACM Press), 1071–1078.Google Scholar
- (1999) On the undecidability of probabilistic planning and infinite-horizon partially observable Markov decision problems. AAAI/IAAI, 541–548.Google Scholar
- (2016) Robust MDPs with k-rectangular uncertainty. Mathematics Oper. Res. 41(4):1484–1509.Link, Google Scholar
- (2007) Bias and variance approximation in value function estimates. Management Sci. 53(2):308–322.Link, Google Scholar
- (2000) Constructing two-sided simultaneous confidence intervals for multinomial proportions for small counts in a large number of cells. J. Statist. Software 5:1–24.Crossref, Google Scholar
- (2006) Using Markov models to manage high occupancy hospital care. 2006 3rd Internat. IEEE Conf. Intelligent Systems (IEEE), 256–260.Google Scholar
- (2008) Growth of intensive care unit resource use and its estimated cost in medicare. Critical Care Medicine 36(9):2504–2510.Crossref, Google Scholar
- (2013) National growth in intensive care unit admissions from emergency departments in the United States from 2002 to 2009. Acad. Emergency Medicine 20(5):479–486.Crossref, Google Scholar
- (2005) Robust control of Markov decision processes with uncertain transition matrices. Oper. Res. 53(5):780–798.Link, Google Scholar
- (2018) Perspectives on strained intensive care unit capacity: A survey of critical care professionals. PLoS One 13(8):e0201524.Crossref, Google Scholar
- (1991) Optimal scheduling of inspections: A delayed Markov model with false positives and negatives. Oper. Res. 39(2):261–273.Link, Google Scholar
- (2012) Predicting emergency department inpatient admissions to improve same-day patient flow. Acad. Emergency Medicine 19(9):E1045–E1054.Crossref, Google Scholar
- (1994) Markov Decision Processes: Discrete Stochastic Dynamic Programming (John Wiley & Sons, New York).Crossref, Google Scholar
- (2002) Chronic disease score as a predictor of hospitalization. Epidemiology 13(3):340–346.Crossref, Google Scholar
- (2014) Scoring systems in the intensive care unit: A compendium. Indian J. Critical Care Medicine 18(4):220–228.Crossref, Google Scholar
- (2018) Robust partially observable Markov decision processes. HKS Working Paper No. RWP18-027, Harvard Kennedy School, Cambridge, MA.Google Scholar
- (2008) The optimal time to initiate HIV therapy under ordered health states. Oper. Res. 56(1):20–33.Link, Google Scholar
- (2004) The effect of intensive care on in-hospital survival. Health Services Outcomes Res. Methodology 5(3–4):163–174.Crossref, Google Scholar
- (1995) Simultaneous confidence intervals and sample size determination for multinomial proportions. J. Amer. Statist. Assoc. 90(429):366–369.Crossref, Google Scholar
- (2017) Markov decision processes for screening and treatment of chronic diseases. Boucherie RJ, van Dijk NM, eds. Markov Decision Processes in Practice (Springer, Berlin), 189–222.Crossref, Google Scholar
- (2018) Multi-model Markov decision processes. IISE Trans. 53(10):1124–1139.Google Scholar
- (2019) A Whittle index approach to minimizing functions of age of information. 2019 57th Annual Allerton Conf. Comm. Control Comput. (Allerton) (IEEE), 1160–1167.Google Scholar
- (1988) Restless bandits: Activity allocation in a changing world. J. Appl. Probab. 25:287–298.Crossref, Google Scholar
- (2013) Robust Markov decision processes. Oper. Res. 38(1):153–183.Abstract, Google Scholar
- (2012) Distributionally robust Markov decision processes. Math. Oper. Res 37(2):288–300.Link, Google Scholar
- (2016) Using future information to reduce waiting times in the emergency department via diversion. Manufacturing Service Oper. Management 18(3):314–331.Link, Google Scholar
- (2013) A block coordinate descent method for regularized multiconvex optimization with applications to nonnegative tensor factorization and completion. SIAM J. Imaging Sci. 6(3):1758–1789.Crossref, Google Scholar
- (2018) Reinforcement learning with action-derived rewards for chemotherapy and clinical trial dosing regimen selection. Proc. Machine Learning Healthcare Conf., 161–226.Google Scholar
- (2021) Reinforcement learning in healthcare: A survey. ACM Comput. Surveys (CSUR) 55(1):1–36.Google Scholar

