Optimization and estimation problems in airline yield management

This thesis addresses problems of optimization and estimation encountered in the process of airline yield management, also called airline seat inventory control. Optimality conditions are given for the problem of setting booking limits for multiple, stochastically independent demand classes that ar...

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Main Author: McGill, Jeffrey I.
Language:English
Published: University of British Columbia 2011
Subjects:
Online Access:http://hdl.handle.net/2429/30652
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spelling ndltd-UBC-oai-circle.library.ubc.ca-2429-306522018-01-05T17:45:37Z Optimization and estimation problems in airline yield management McGill, Jeffrey I. Airlines -- Reservation systems -- Mathematical models This thesis addresses problems of optimization and estimation encountered in the process of airline yield management, also called airline seat inventory control. Optimality conditions are given for the problem of setting booking limits for multiple, stochastically independent demand classes that are booked in a nested fashion into a fixed pool of airline seats. These optimality conditions are compared with the approximations given by the EMSR method. Additional conditions are given for two stochastically dependent fare classes, and extensions are made that allow for incorporation of passenger goodwill and upgrades of passengers between fare classes. The model developed for the dependent demand case is also applied to the problem of determining an optimal overbooking limit in a single fare class. Finally, a methodology is developed for using multivariate multiple regression in conjunction with the EM method to estimate the parameters of demand distributions on the basis of historical demand data that have been censored by the presence of booking limits. Business, Sauder School of Operations and Logistics (OPLOG), Division of Graduate 2011-01-17T21:16:35Z 2011-01-17T21:16:35Z 1989 Text Thesis/Dissertation http://hdl.handle.net/2429/30652 eng For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use. University of British Columbia
collection NDLTD
language English
sources NDLTD
topic Airlines -- Reservation systems -- Mathematical models
spellingShingle Airlines -- Reservation systems -- Mathematical models
McGill, Jeffrey I.
Optimization and estimation problems in airline yield management
description This thesis addresses problems of optimization and estimation encountered in the process of airline yield management, also called airline seat inventory control. Optimality conditions are given for the problem of setting booking limits for multiple, stochastically independent demand classes that are booked in a nested fashion into a fixed pool of airline seats. These optimality conditions are compared with the approximations given by the EMSR method. Additional conditions are given for two stochastically dependent fare classes, and extensions are made that allow for incorporation of passenger goodwill and upgrades of passengers between fare classes. The model developed for the dependent demand case is also applied to the problem of determining an optimal overbooking limit in a single fare class. Finally, a methodology is developed for using multivariate multiple regression in conjunction with the EM method to estimate the parameters of demand distributions on the basis of historical demand data that have been censored by the presence of booking limits. === Business, Sauder School of === Operations and Logistics (OPLOG), Division of === Graduate
author McGill, Jeffrey I.
author_facet McGill, Jeffrey I.
author_sort McGill, Jeffrey I.
title Optimization and estimation problems in airline yield management
title_short Optimization and estimation problems in airline yield management
title_full Optimization and estimation problems in airline yield management
title_fullStr Optimization and estimation problems in airline yield management
title_full_unstemmed Optimization and estimation problems in airline yield management
title_sort optimization and estimation problems in airline yield management
publisher University of British Columbia
publishDate 2011
url http://hdl.handle.net/2429/30652
work_keys_str_mv AT mcgilljeffreyi optimizationandestimationproblemsinairlineyieldmanagement
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