Predictive and Prescriptive Analytics in Operations Management

Autor: Skali Lami, Omar

The recent surge in data availability and advances in hardware and software and the recent developments and democratization of analytics highlight the critical importance of prediction and prescription in harnessing the power of data to create value

Externí odkaz: https://hdl.handle.net/1721.1/144567

Ancillary Services in Targeted Advertising: From Prediction to Prescription.

Autor: Borenstein, Alison, Mangal, Ankit, Perakis, Georgia, Poninghaus, Stefan, Singhvi, Divya, Skali Lami, Omar, Wei Lua, Jiong

Publikováno v: M&SOM: Manufacturing & Service Operations Management; Jul/Aug2023, Vol. 25 Issue 4, p1285-1303, 19p

COVID‐19: A multiwave SIR‐based model for learning waves.

Autor: Perakis, Georgia, Singhvi, Divya, Skali Lami, Omar, Thayaparan, Leann

Publikováno v: Production & Operations Management; May2023, Vol. 32 Issue 5, p1471-1489, 19p

Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States.

Autor: Cramer EY; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Ray EL; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Lopez VK; COVID-19 Response, Centers for Disease Control and Prevention; Atlanta, GA 30333., Bracher J; Chair of Econometrics and Statistics, Karlsruhe Institute of Technology, 76185 Karlsruhe, Germany.; Computational Statistics Group, Heidelberg Institute for Theoretical Studies, 69118 Heidelberg, Germany., Brennen A; IQT Labs, In-Q-Tel, Waltham, MA 02451., Castro Rivadeneira AJ; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Gerding A; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Gneiting T; Computational Statistics Group, Heidelberg Institute for Theoretical Studies, 69118 Heidelberg, Germany.; Institute of Stochastics, Karlsruhe Institute of Technology, 69118 Karlsruhe, Germany., House KH; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Huang Y; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Jayawardena D; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Kanji AH; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Khandelwal A; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Le K; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Mühlemann A; Institute of Mathematical Statistics and Actuarial Science, University of Bern, CH-3012 Bern, Switzerland., Niemi J; Department of Statistics, Iowa State University, Ames, IA 50011., Shah A; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Stark A; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Wang Y; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Wattanachit N; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Zorn MW; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003., Gu Y; Unaffiliated, New York, NY 10016., Jain S; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Bannur N; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Deva A; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Kulkarni M; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Merugu S; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Raval A; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Shingi S; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Tiwari A; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., White J; Wadhwani Institute of Artificial Intelligence, Andheri East, Mumbai, 400093, India., Abernethy NF; University of Washington, Seattle, WA 98109., Woody S; Department of Integrative Biology, University of Texas at Austin, Austin, TX 78712., Dahan M; Texas Advanced Computing Center, Austin, TX 78758., Fox S; Department of Integrative Biology, University of Texas at Austin, Austin, TX 78712., Gaither K; Texas Advanced Computing Center, Austin, TX 78758., Lachmann M; Santa Fe Institute, Santa Fe, NM 87501., Meyers LA; Department of Integrative Biology, University of Texas at Austin, Austin, TX 78712., Scott JG; Department of Information, Risk, and Operations Management, University of Texas at Austin, Austin, TX 78712., Tec M; Department of Statistics and Data Sciences, University of Texas at Austin, Austin, TX 78712., Srivastava A; Ming Hsieh Department of Computer and Electrical Engineering, University of Southern California, Los Angeles, CA 90089., George GE; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Cegan JC; US Army Engineer Research and Development Center, Concord, MA 01742., Dettwiller ID; US Army Engineer Research and Development Center, Vicksburg, MS 39180., England WP; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Farthing MW; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Hunter RH; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Lafferty B; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Linkov I; US Army Engineer Research and Development Center, Concord, MA 01742., Mayo ML; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Parno MD; US Army Engineer Research and Development Center, Hanover, NH 03755., Rowland MA; US Army Engineer Research and Development Center, Vicksburg, MS 39180., Trump BD; US Army Engineer Research and Development Center, Concord, MA 01742., Zhang-James Y; Department of Psychiatry and Behavioral Sciences, State University of New York Upstate Medical University, Syracuse, NY 13210., Chen S; School of Medicine, State University of New York Upstate Medical University, Syracuse, NY 13210., Faraone SV; Department of Psychiatry and Behavioral Sciences, State University of New York Upstate Medical University, Syracuse, NY 13210., Hess J; Department of Psychiatry and Behavioral Sciences, State University of New York Upstate Medical University, Syracuse, NY 13210., Morley CP; Department of Public Health & Preventive Medicine, State University of New York Upstate Medical University, Syracuse, NY 13210., Salekin A; Department of Electrical Engineering and Computer Science, Syracuse University, Syracuse, NY 13207., Wang D; Department of Public Health & Preventive Medicine, State University of New York Upstate Medical University, Syracuse, NY 13210., Corsetti SM; Department of Physics, University of Michigan, Ann Arbor, MI, 48109., Baer TM; Department of Physics, Trinity University, San Antonio, TX 78212., Eisenberg MC; Department of Complex Systems, University of Michigan, Ann Arbor, MI 48109.; Department of Mathematics, University of Michigan, Ann Arbor, MI 48109.; School of Public Health, Department of Epidemiology, University of Michigan, Ann Arbor, MI 48109., Falb K; Department of Physics, University of Michigan, Ann Arbor, MI, 48109., Huang Y; Department of Physics, University of Michigan, Ann Arbor, MI, 48109., Martin ET; School of Public Health, Department of Epidemiology, University of Michigan, Ann Arbor, MI 48109., McCauley E; Department of Physics, University of Michigan, Ann Arbor, MI, 48109., Myers RL; Department of Physics, University of Michigan, Ann Arbor, MI, 48109., Schwarz T; Department of Physics, University of Michigan, Ann Arbor, MI, 48109., Sheldon D; College of Information and Computer Sciences, University of Massachusetts, Amherst, MA 01003., Gibson GC; School of Public Health and Health Sciences, University of Massachusetts, Amherst, MA 01003., Yu R; Department of Computer Science and Engineering, University of California, San Diego, CA 92093.; Khoury College of Computer Sciences, Northeastern University, Boston, MA 02115., Gao L; Department of Statistics, University of Washington, Seattle, WA 98185., Ma Y; Halıcıoğlu Data Science Institute, University of California, San Diego, CA 92093., Wu D; Department of Computer Science and Engineering, University of California, San Diego, CA 92093., Yan X; Department of Computer Science, University of California, Santa Barbara, CA 93106., Jin X; Department of Computer Science, University of California, Santa Barbara, CA 93106., Wang YX; Department of Computer Science, University of California, Santa Barbara, CA 93106., Chen Y; Mechatronics, Embedded Systems and Automation Lab, Department of Mechanical Engineering, University of California, Merced, CA 95301., Guo L; Jilin University, Changchun City, Jilin Province, 130012, People's Republic of China., Zhao Y; University of Science and Technology of China, Heifei, Anhui, 230027, People's Republic of China., Gu Q; Department of Computer Science, University of California, Los Angeles, CA 90095., Chen J; Department of Computer Science, University of California, Los Angeles, CA 90095., Wang L; Department of Computer Science, University of California, Los Angeles, CA 90095., Xu P; Department of Computer Science, University of California, Los Angeles, CA 90095., Zhang W; Department of Computer Science, University of California, Los Angeles, CA 90095., Zou D; Department of Computer Science, University of California, Los Angeles, CA 90095., Biegel H; Department of Mathematics, University of Arizona, Tucson, AZ 85721., Lega J; Department of Mathematics, University of Arizona, Tucson, AZ 85721., McConnell S; Construx, Bellevue, WA 98004., Nagraj VP; Quality Assurance and Data Science, Signature Science, LLC, Charlottesville, VA 22911., Guertin SL; Quality Assurance and Data Science, Signature Science, LLC, Charlottesville, VA 22911., Hulme-Lowe C; Quality Assurance and Data Science, Signature Science, LLC, Austin, TX 78759., Turner SD; Quality Assurance and Data Science, Signature Science, LLC, Charlottesville, VA 22911., Shi Y; Department of Materials Science and Engineering, Rensselaer Polytechnic Institute, Troy, NY 12309., Ban X; Department of Civil and Environmental Engineering, University of Washington, Seattle, WA 98195., Walraven R; Unaffiliated, Davis, CA 95616., Hong QJ; School for Engineering of Matter, Transport and Energy, Arizona State University, Tempe, AZ 85287.; School of Engineering, Brown University, Providence, RI 02912., Kong S; Manhasset Secondary School, Manhasset, NY 11030., van de Walle A; School of Engineering, Brown University, Providence, RI 02912., Turtle JA; Infectious Disease Group, Predictive Science, Inc, San Diego, CA 92121., Ben-Nun M; Infectious Disease Group, Predictive Science, Inc, San Diego, CA 92121., Riley S; Medical Research Council Centre for Global Infectious Disease Analysis, Department of Infectious Disease Epidemiology, School of Public Health, Imperial College, W2 1PG London, United Kingdom., Riley P; Infectious Disease Group, Predictive Science, Inc, San Diego, CA 92121., Koyluoglu U; Financial Services, Oliver Wyman, New York, NY 10036., DesRoches D; Oliver Wyman Digital, Oliver Wyman, Boston, MA 02110., Forli P; Oliver Wyman Digital, Oliver Wyman, Sao Paolo, Brazil 04711-904., Hamory B; Health & Life Sciences, Oliver Wyman, Boston, MA 02110., Kyriakides C; Oliver Wyman Digital, Oliver Wyman, New York, NY 10036., Leis H; Health & Life Sciences, Oliver Wyman, New York, NY 10036., Milliken J; Financial Services, Oliver Wyman, New York, NY 10036., Moloney M; Financial Services, Oliver Wyman, New York, NY 10036., Morgan J; Financial Services, Oliver Wyman, New York, NY 10036., Nirgudkar N; Core Consultant Group, Oliver Wyman, New York, NY 10036., Ozcan G; Financial Services, Oliver Wyman, New York, NY 10036., Piwonka N; Health & Life Sciences, Oliver Wyman, New York, NY 10036., Ravi M; Core Consultant Group, Oliver Wyman, New York, NY 10036., Schrader C; Health & Life Sciences, Oliver Wyman, New York, NY 10036., Shakhnovich E; Health & Life Sciences, Oliver Wyman, New York, NY 10036., Siegel D; Financial Services, Oliver Wyman, New York, NY 10036., Spatz R; Core Consultant Group, Oliver Wyman, New York, NY 10036., Stiefeling C; Financial Services, Oliver Wyman Digital, Toronto, ON, Canada M5J 0A1., Wilkinson B; Financial Services, Oliver Wyman, London, UK W1U 8EW., Wong A; Oliver Wyman Digital, Oliver Wyman, New York, NY 10036., Cavany S; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556., España G; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556., Moore S; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556., Oidtman R; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556.; Department of Ecology and Evolution, University of Chicago, Chicago, IL 60637., Perkins A; Department of Biological Sciences, University of Notre Dame, Notre Dame, IN 46556., Kraus D; Department of Mathematics and Statistics, Masaryk University, 61137 Brno, Czech Republic., Kraus A; Department of Mathematics and Statistics, Masaryk University, 61137 Brno, Czech Republic., Gao Z; Microsoft, Redmond, WA 98029., Bian J; Microsoft, Redmond, WA 98029., Cao W; Microsoft, Redmond, WA 98029., Lavista Ferres J; Microsoft, Redmond, WA 98029., Li C; Microsoft, Redmond, WA 98029., Liu TY; Microsoft, Redmond, WA 98029., Xie X; Microsoft, Redmond, WA 98029., Zhang S; Microsoft, Redmond, WA 98029., Zheng S; Microsoft, Redmond, WA 98029., Vespignani A; Institute for Scientific Interchange Foundation, Turin, 10133, Italy.; Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA 02115., Chinazzi M; Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA 02115., Davis JT; Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA 02115., Mu K; Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA 02115., Pastore Y Piontti A; Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA 02115., Xiong X; Laboratory for the Modeling of Biological and Socio-technical Systems, Northeastern University, Boston, MA 02115., Zheng A; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Baek J; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Farias V; Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA 02142., Georgescu A; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Levi R; Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA 02142., Sinha D; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Wilde J; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Perakis G; Massachusetts Institute of Technology, Cambridge, MA 02142., Bennouna MA; Massachusetts Institute of Technology, Cambridge, MA 02142., Nze-Ndong D; Massachusetts Institute of Technology, Cambridge, MA 02142., Singhvi D; Technology, Operations and Statistics (TOPS) group, Stern School of Business, New York University, New York, NY 10012., Spantidakis I; Massachusetts Institute of Technology, Cambridge, MA 02142., Thayaparan L; Massachusetts Institute of Technology, Cambridge, MA 02142., Tsiourvas A; Massachusetts Institute of Technology, Cambridge, MA 02142., Sarker A; Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA 02139., Jadbabaie A; Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA 02139., Shah D; Institute for Data, Systems, and Society, Massachusetts Institute of Technology, Cambridge, MA 02139., Della Penna N; Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA 02139., Celi LA; Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA 02139., Sundar S; River Hill High School, Clarksville, MD 21029., Wolfinger R; JMP Life Sciences, SAS Institute Inc, Cary, NC 27513., Osthus D; Statistical Sciences Group, Los Alamos National Laboratory, Los Alamos, NM 87545., Castro L; Information Systems and Modeling Group, Los Alamos National Laboratory, Los Alamos, NM 87545., Fairchild G; Information Systems and Modeling Group, Los Alamos National Laboratory, Los Alamos, NM 87545., Michaud I; Statistical Sciences Group, Los Alamos National Laboratory, Los Alamos, NM 87545., Karlen D; Department of Physics and Astronomy, University of Victoria, Victoria, BC, V8W 2Y2, Canada.; Physical Sciences Division, TRIUMF, Vancouver, BC, V8W 2Y2, Canada., Kinsey M; Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723., Mullany LC; Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723., Rainwater-Lovett K; Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723., Shin L; Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723., Tallaksen K; Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723., Wilson S; Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723., Lee EC; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Dent J; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Grantz KH; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Hill AL; Institute for Computational Medicine, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21218., Kaminsky J; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Kaminsky K; Unaffiliated, Baltimore, MD 21205., Keegan LT; Division of Epidemiology, Department of Internal Medicine, University of Utah, Salt Lake City, UT 84108., Lauer SA; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Lemaitre JC; Laboratory of Ecohydrology, School of Architecture, Civil and Environmental Engineering, École Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland., Lessler J; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Meredith HR; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Perez-Saez J; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Shah S; Unaffiliated, San Francisco, CA 94122., Smith CP; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215., Truelove SA; Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21215.; International Vaccine Access Center, Johns Hopkins University, Baltimore, MD 21231.; Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21231., Wills J; Unaffiliated, San Francisco, CA 94122., Marshall M; Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD 21218., Gardner L; Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD 21218., Nixon K; Department of Civil and Systems Engineering, Johns Hopkins University, Baltimore, MD 21218., Burant JC; Unaffiliated, Amsterdam, The Netherlands., Wang L; Department of Statistics, Iowa State University, Ames, IA 50011., Gao L; Department of Finance, Iowa State University, Ames, IA 50011., Gu Z; Department of Statistics, Iowa State University, Ames, IA 50011., Kim M; Department of Statistics, Iowa State University, Ames, IA 50011., Li X; School of Mathematical and Statistical Sciences, Clemson University, Clemson, SC 29634., Wang G; Department of Mathematics, College of William & Mary, Williamsburg, VA 23187., Wang Y; Department of Statistics, Iowa State University, Ames, IA 50011., Yu S; Department of Statistics, University of Virginia, Charlottesville, VA 22904., Reiner RC; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Barber R; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Gakidou E; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Hay SI; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Lim S; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Murray C; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Pigott D; Institute for Health Metrics and Evaluation, University of Washington, Seattle, WA 98195., Gurung HL; Emerging Technologies, IEM, Inc., Bel Air, MD 21015., Baccam P; Emerging Technologies, IEM, Inc., Bel Air, MD 21015., Stage SA; Emerging Technologies, IEM, Inc., Baton Rouge, LA 70809., Suchoski BT; Emerging Technologies, IEM, Inc., Bel Air, MD 21015., Prakash BA; College of Computing, Georgia Institute of Technology, Atlanta, GA 30308., Adhikari B; Department of Computer Science, University of Iowa, Iowa City, IA 52242., Cui J; College of Computing, Georgia Institute of Technology, Atlanta, GA 30308., Rodríguez A; College of Computing, Georgia Institute of Technology, Atlanta, GA 30308., Tabassum A; Department of Computer Science, Virginia Tech, Falls Church, VA 22043., Xie J; College of Computing, Georgia Institute of Technology, Atlanta, GA 30308., Keskinocak P; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, 30332., Asplund J; Advanced Data Analytics, Metron, Inc., Reston, VA 20190., Baxter A; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, 30332., Oruc BE; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, 30332., Serban N; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, 30332., Arik SO; Google Cloud, Sunnyvale, CA 94089., Dusenberry M; Google Cloud, Sunnyvale, CA 94089., Epshteyn A; Google Cloud, Sunnyvale, CA 94089., Kanal E; Google Cloud, Sunnyvale, CA 94089., Le LT; Google Cloud, Sunnyvale, CA 94089., Li CL; Google Cloud, Sunnyvale, CA 94089., Pfister T; Google Cloud, Sunnyvale, CA 94089., Sava D; Google Cloud, Sunnyvale, CA 94089., Sinha R; Google Cloud, Sunnyvale, CA 94089., Tsai T; Department of Health Policy and Management, Harvard University, Cambridge, MA 02138., Yoder N; Google Cloud, Sunnyvale, CA 94089., Yoon J; Google Cloud, Sunnyvale, CA 94089., Zhang L; Google Cloud, Sunnyvale, CA 94089., Abbott S; Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, WC1E 7HT London, United Kingdom., Bosse NI; Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, WC1E 7HT London, United Kingdom., Funk S; Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, WC1E 7HT London, United Kingdom., Hellewell J; Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, WC1E 7HT London, United Kingdom., Meakin SR; Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, WC1E 7HT London, United Kingdom., Sherratt K; Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine, WC1E 7HT London, United Kingdom., Zhou M; McCombs School of Business, The University of Texas at Austin, Austin, TX 78712., Kalantari R; Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX 78712., Yamana TK; Department of Environmental Health Sciences, Columbia University, New York, NY 10032., Pei S; Department of Environmental Health Sciences, Columbia University, New York, NY 10032., Shaman J; Department of Environmental Health Sciences, Columbia University, New York, NY 10032., Li ML; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Bertsimas D; Sloan School of Management, Massachusetts Institute of Technology, Cambridge, MA 02142., Skali Lami O; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Soni S; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Tazi Bouardi H; Operations Research Center, Massachusetts Institute of Technology; Cambridge, MA 02139., Ayer T; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, 30332.; Winship Cancer Institute, Emory University Medical School, Atlanta, GA 30322., Adee M; Radiology-Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA 02114., Chhatwal J; Radiology-Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA 02114., Dalgic OO; Health Economic Modeling, Value Analytics Labs, 34776 İstanbul, Turkey., Ladd MA; Radiology-Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA 02114., Linas BP; Department of Medicine, Section of Infectious Diseases, Boston University School of Medicine, Boston, MA 02118., Mueller P; Radiology-Institute for Technology Assessment, Massachusetts General Hospital, Boston, MA 02114., Xiao J; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA, 30332., Wang Y; Department of Biostatistics, Columbia University, New York, NY 10032.; Department of Psychiatry, Columbia University, New York, NY 10032., Wang Q; Department of Biostatistics, Columbia University, New York, NY 10032., Xie S; Department of Biostatistics, Columbia University, New York, NY 10032., Zeng D; Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599., Green A; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., Bien J; Marshall School of Business, Department of Data Sciences and Operations (DSO), University of Southern California, Los Angeles, CA 90089., Brooks L; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., Hu AJ; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., Jahja M; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., McDonald D; Department of Statistics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada., Narasimhan B; Department of Biomedical Data Sciences, Stanford University, Stanford, CA 94305.; Department of Statistics, Stanford University, Stanford, CA 94305., Politsch C; Machine Learning Department, Carnegie Mellon University, Pittsburgh, PA 15213., Rajanala S; Department of Statistics, Stanford University, Stanford, CA 94305., Rumack A; Machine Learning Department, Carnegie Mellon University, Pittsburgh, PA 15213., Simon N; Department of Biostatistics, University of Washington, Seattle, WA 98195., Tibshirani RJ; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., Tibshirani R; Department of Statistics, Stanford University, Stanford, CA 94305., Ventura V; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., Wasserman L; Department of Statistics, Carnegie Mellon University, Pittsburgh, PA 15213., O'Dea EB; Odum School of Ecology, University of Georgia, Athens, GA 30602., Drake JM; Odum School of Ecology, University of Georgia, Athens, GA 30602., Pagano R; Unaffiliated, Tucson, AZ 85704., Tran QT; Catalog Data Science, Walmart Inc., Sunnyvale, CA 94085., Ho LST; Department of Mathematics and Statistics, Dalhousie University, Halifax, NS, B3H 4R2, Canada., Huynh H; Virtual Power System Inc, Milpitas, CA 95035., Walker JW; COVID-19 Response, Centers for Disease Control and Prevention; Atlanta, GA 30333., Slayton RB; COVID-19 Response, Centers for Disease Control and Prevention; Atlanta, GA 30333., Johansson MA; COVID-19 Response, Centers for Disease Control and Prevention; Atlanta, GA 30333., Biggerstaff M; COVID-19 Response, Centers for Disease Control and Prevention; Atlanta, GA 30333., Reich NG; Department of Biostatistics and Epidemiology, University of Massachusetts, Amherst, MA 01003.

Publikováno v: Proceedings of the National Academy of Sciences of the United States of America [Proc Natl Acad Sci U S A] 2022 Apr 12; Vol. 119 (15), pp. e2113561119. Date of Electronic Publication: 2022 Apr 08.