Forecasting Airport Transfer Passenger Flow Using Real-Time Data and Machine Learning
References
- (1997) Managing capacity and flow at theme parks. Oper. Res. 45(1):1–13.Link, Google Scholar
- (2016) Robust scheduling practices in the US airline industry: Costs, returns, and inefficiencies. Management Sci. 62(11):3372–3391.Link, Google Scholar
- (2004) Airline schedule planning: Accomplishments and opportunities. Manufacturing Service Oper. Management 6(1):3–22.Link, Google Scholar
- (2014) Modeling passenger travel and delays in the national air transportation system. Oper. Res. 62(3):580–601.Link, Google Scholar
- (2010) Capacity sizing under parameter uncertainty: Safety staffing principles revisited. Management Sci. 56(10):1668–1686.Link, Google Scholar
- (1982) An empirical quantile function for linear models with iid errors. J. Amer. Statist. Assoc. 77(378):407–415.Google Scholar
- (2000) The traffic flow management rerouting problem in air traffic control: A dynamic network flow approach. Transportation Sci. 34(3):239–255.Link, Google Scholar
- (2004) Fourier Analysis of Time Series: An Introduction (John Wiley & Sons, New York).Google Scholar
- (2007) A column-generation approach to line planning in public transport. Transportation Sci. 41(1):123–132.Link, Google Scholar
- (1984) Classification and Regression Trees (CRC Press, Belmont, CA).Google Scholar
- Brussels Airport (2019) Connecting flights. Accessed December 30, 2019, https://www.brusselsairport.be/en/passengers/your-travel-planner/connections.Google Scholar
- (2010) Quantile and probability curves without crossing. Econometrica 78(3):1093–1125.Crossref, Google Scholar
- (2000) Classification and regression trees: A powerful yet simple technique for ecological data analysis. Ecology 81(11):3178–3192.Crossref, Google Scholar
- (2016) APOC business process reengineering big data study. Technical report, Eurocontrol, Brussels, Belgium.Google Scholar
- (2012) A few useful things to know about machine learning. Comm. ACM. 55(10):78–87.Crossref, Google Scholar
- (2007) From story line to box office: A new approach for green-lighting movie scripts. Management Sci. 53(6):881–893.Link, Google Scholar
- Eurocontrol (2010) The potential role of the airport operations centre (APOC) in the SESAR airport concept. Technical report, Eurocontrol, Brussels, Belgium.Google Scholar
- (2016) Analytics for an online retailer: Demand forecasting and price optimization. Manufacturing Service Oper. Management 18(1):69–88.Link, Google Scholar
- Frankfurt Airport (2019) Transferring at FRA. Accessed December 30, 2019, https://www.frankfurt-airport.com/en/travel/transfer.detail.suffix.html/article/travel/services-a-z/easy-travel/transfer-at-fra.html.Google Scholar
- (2010) Regularization paths for generalized linear models via coordinate descent. J. Statist. Software 33(1):1–22.Crossref, Google Scholar
- (2011) Quantiles as optimal point forecasts. Internat. J. Forecasting 27(2):197–207.Crossref, Google Scholar
- (2007) Strictly proper scoring rules, prediction, and estimation. Amer. Statist. Assoc. 102(477):359–378.Crossref, Google Scholar
- (2010) L1 penalized estimation in the Cox proportional hazards model. Biometrical J. 52(1):70–84.Google Scholar
- (2018) L1 and L2 penalized regression models. Vignette R package penalized. Accessed April 3, 2021, https://cran.r-project.org/web/packages/penalized/vignettes/penalized.pdf.Google Scholar
- (2017) Quantile evaluation, sensitivity to bracketing, and sharing business payoffs. Oper. Res. 65(3):712–728.Link, Google Scholar
- (2017) Toward total airport management. Accessed April 3, 2021, https://www.airport-business.com/2017/06/towards-total-airport-management/.Google Scholar
- (2009) The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Springer, New York).Crossref, Google Scholar
- Heathrow Airport (2020) Heathrow airport facts and figures. Accessed December 3, 2020, https://www.heathrow.com/company/about-heathrow/company-information/facts-and-figures.Google Scholar
- (2016) Probabilistic energy forecasting: Global energy forecasting competition 2014 and beyond. Internat. J. Forecasting 32(3):357–363.Crossref, Google Scholar
- (2008) Forecasting emergency department crowding: A discrete event simulation. Ann. Emergency Medicine 52(2):116–125.Crossref, Google Scholar
- (2018) Forecasting: Principles and Practice (OTexts).Google Scholar
- (2015) An integrated scheduling and operations approach to airport congestion mitigation. Oper. Res. 63(6):1390–1410.Link, Google Scholar
- (2013) An Introduction to Statistical Learning (Springer, New York).Crossref, Google Scholar
- (2017) Percentage and relative error measures in forecast evaluation. Oper. Res. 65(1):200–211.Link, Google Scholar
- (2009) Evaluating quantile assessments. Oper. Res. 57(5):1287–1297.Link, Google Scholar
- (2006) Planning for robust airline operations: Optimizing aircraft routings and flight departure times to minimize passenger disruptions. Transportation Sci. 40(1):15–28.Link, Google Scholar
- Lichtendahl Jr. KC, Grushka-Cockayne Y, Winkler RL (2013) Is it better to average probabilities or quantiles? Management Sci. 59(7):1594–1611.Google Scholar
- (2004) Airline schedule planning: Integrated models and algorithms for schedule design and fleet assignment. Transportation Sci. 38(1):19–32.Link, Google Scholar
- (2016) Annual analyses of the EU air transport market. Technical report, European Commission, Brussels, Belgium.Google Scholar
- Makridakis S, Spiliotis E, Assimakopoulos V, Chen Z, Gaba A, Tsetlin I, Winkler RL (2020) The M5 Uncertainty competition: Results, findings and conclusions. Internat. J. Forecasting 1–24.Google Scholar
- (2006) Quantile regression forests. J. Machine Learn. Res. 7:983–999.Google Scholar
- (2018) SARIMA modelling approach for railway passenger flow forecasting. Transport 33(5):1113–1120.Google Scholar
- (2009) A dynamic rerouting model for air traffic flow management. Transportation Res. Part B: Methodological 43(1):159–171.Crossref, Google Scholar
- Paris Aéroports (2019) Connecting flights. Accessed December 30, 2019, https://www.parisaeroport.fr/en/passengers/flights/connecting-flights.Google Scholar
- (2003) Flow management to optimize retail profits at theme parks. Oper. Res. 51(2):175–184.Link, Google Scholar
- Schiphol Airport (2019) Schiphol airport map. Accessed December 30, 2019, https://www.schiphol.nl/en/airport-maps.Google Scholar
- (2017) Exploiting big data in logistics risk assessment via Bayesian nonparametrics. Oper. Res. 65(6):1574–1588.Link, Google Scholar
- (2009) Airport terminal capacity planning. Transportation Res. Part B: Methodological 43(6):659–676.Crossref, Google Scholar
- (2008) A comparison of univariate time series methods for forecasting intraday arrivals at a call center. Management Sci. 54(2):253–265.Link, Google Scholar
- (2012) Density forecasting of intraday call center arrivals using models based on exponential smoothing. Management Sci. 58(3):534–549.Link, Google Scholar
- (2018) Simulating the patient flow on the short stay unit. Unpublished masters thesis, University of Amsterdam, Netherlands.Google Scholar
- (2002) Modern Applied Statistics with S (Springer-Verlag).Crossref, Google Scholar
- (1994) Kernel Smoothing (Chapman and Hall/CRC).Crossref, Google Scholar
- (2012) Forecasting the short-term metro passenger flow with empirical mode decomposition and neural networks. Transportation Res. Part C: Emerging Tech. 21(1):148–162.Crossref, Google Scholar
- (2006) An aggregate demand model for air passenger traffic in the hub-and-spoke network. Transportation Res. Part A: Policy Practice 40(10):841–851.Crossref, Google Scholar
- (2013) A review of models and model usage scenarios for an airport complex system. Transportation Res. Part A: Policy Practice 47:124–140.Crossref, Google Scholar
- (2016) Pricing personalized bundles: A new approach and an empirical study. Manufacturing Service Oper. Management 18(1):51–68.Link, Google Scholar
- (2020) Bed blocking in hospitals owing to scarce capacity in geriatric institutions-cost minimization via fluid models. Manufacturing Service Oper. Management 22(2):396–411.Link, Google Scholar

