A Data-Driven Method for Reconstructing a Distribution from a Truncated Sample with an Application to Inferring Car-Sharing Demand

References

• Anupindi R , Dada M , Gupta S (1998) Estimation of consumer demand with stock-out based substitution: An application to vending machine products. Marketing Sci. 17(4):406–423.Link, Google Scholar
• Ayerbe L , Ayis S , Crichton S , Charles DA (2013) Wolfe, and Anthony G Rudd. The natural history of depression up to 15 years after stroke. Stroke 44(4):1105–1110.Crossref, Google Scholar
• Barth M , Shaheen S (2002) Shared-use vehicle systems: Framework for classifying carsharing, station cars, and combined approaches. Transportation Res. Record 1791(1):105–112.Google Scholar
• Bert J , Collie B , Gerrits M , Xu G (2016) What’s ahead for car sharing? The new mobility and its impact on vehicle sales. Accessed August 2018, https://www.bcg.com/publications/2016/automotive-whats-ahead-car-sharing-new-mobility-its-impact-vehicle-sales.aspx.Google Scholar
• Bishop CM (2006) Pattern Recognition and Machine Learning . Information Science and Statistics (Springer, New York).Google Scholar
• Ciari F , Bock B , Balmer M (2014) Modeling station-based and free-floating carsharing demand: test case study for Berlin. Transportation Res. Record 2416(1):37–47.Crossref, Google Scholar
• Ciari F , Schuessler N , Kay W (2013) Axhausen. Estimation of carsharing demand using an activity-based microsimulation approach: model discussion and some results. Internat. J. Sustainable Transportation 7(1):70–84.Crossref, Google Scholar
• Cleveland WS (1979) Robust locally weighted regression and smoothing scatterplots. J. Amer. Statist. Assoc. 74(368):829–836.Crossref, Google Scholar
• de Lorimier A , El-Geneidy AM (2013) Understanding the factors affecting vehicle usage and availability in carsharing networks: A case study of Communauto carsharing system from Montréal, Canada. Internat. J. Sustainable Transportation 7(1):35–51.Crossref, Google Scholar
• Ferreira KJ , Bin HAL , Simchi-Levi D (2015) Analytics for an online retailer: Demand forecasting and price optimization. Manufacturing Service Oper. Management 18(1):69–88.Link, Google Scholar
• Fields E , Osorio C , Zhou T (2017) A data-driven car sharing simulator for inferring latent demand. Technical report, Massachusetts Institute of Technology, Cambridge, MA.Google Scholar
• Fridman G , Lapina M (2016) Maximum likelihood approach for demand unconstraining problem with censoring information incompleteness. J. Revenue Pricing Management 15(1):37–51.Crossref, Google Scholar
• Horni A , Nagel K , Axhausen K , eds. (2016) The Multi-Agent Transport Simulation MATSim (Ubiquity Press, London).Crossref, Google Scholar
• Horvitz DG , Thompson DJ (1952) A generalization of sampling without replacement from a finite universe. J. Amer. Statist. Assoc. 47(260):663–685.Crossref, Google Scholar
• Jian N , Freund D , Wiberg HM , Henderson SG (2016) Simulation optimization for a large-scale bike-sharing system. Proc. 2016 Winter Simulation Conf. (IEEE Press, Piscataway, NJ), 602–613.Google Scholar
• Jorge D , Correia G (2013) Carsharing systems demand estimation and defined operations: A literature review. Eur. J. Transport Infrastructure Res. 13(3):201–220.Google Scholar
• Kahn SR , Shapiro S , Wells PS , Rodger MA , Kovacs MJ , Anderson DR , Tagalakis V , et al. . (2014) Compression stockings to prevent post-thrombotic syndrome: A randomised placebo-controlled trial. Lancet 383(9920):880–888.Crossref, Google Scholar
• Kaplan EL , Meier P (1958) Nonparametric estimation from incomplete observations. J. Amer. Statist. Assoc. 53(282):457–481.Crossref, Google Scholar
• Keener RW (2010) Theoretical Statistics: Topics for a Core Course . Springer Texts in Statistics (Springer, New York).Crossref, Google Scholar
• Klein JP , Moeschberger ML (2005) Survival Analysis: Techniques for Censored and Truncated Data (Springer-Verlag, New York).Google Scholar
• Kumar VP , Bierlaire M (2012) Optimizing locations for a vehicle sharing system. Swiss Transport Research Conference, Ascona, Switzerland.Google Scholar
• O’Mahony ED (2015) Smarter tools for (Citi)Bike sharing. Unpublished doctoral thesis, Cornell University, Ithaca, NY.Google Scholar
• Rubner Y , Tomasi C , Guibas LJ (2000) The earth mover’s distance as a metric for image retrieval. Internat. J. Comput. Vision 40(2):99–121.Crossref, Google Scholar
• Schafer CM (2007) A statistical method for estimating luminosity functions using truncated data. Astrophysical J. 661(2):703–713.Crossref, Google Scholar
• Seaman SR , White IR (2013) Review of inverse probability weighting for dealing with missing data. Statist. Methods Medical Res. 22(3):278–295.Crossref, Google Scholar
• Stillwater T , Mokhtarian P , Shaheen S (2009) Carsharing and the built environment: Geographic information system-based study of one U.S. operator. Transportation Res. Record 2110(1):27–34.Crossref, Google Scholar
• Talluri KT , Van Ryzin GJ (2005) The Theory and Practice of Revenue Management . International Series in Operations Research & Management Science (Springer, New York).Google Scholar
• Weatherford L (2016) The history of unconstraining models in revenue management. J. Revenue Pricing Management. 15(3–4):222–228.Crossref, Google Scholar
• Zhou T , Osorio C , Fields E (2018) A data-driven discrete simulation-based optimization algorithm for large-scale two-way car-sharing network design. Working paper, Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA.Google Scholar