Paperback Edition
Paperback
274 pages
$25.95
Choose vendor to order paperback edition
BrownWalker Press
Amazon.com
Barnes & Noble
Harvard Book Store
Return policy
PDF eBook
Entire PDF eBook
979k
$17
Get instant access to an entire eBook
Buy PDF Password
Download Complete PDF
eBook editions
Improved Forecast Accuracy in Airline Revenue Management by Unconstraining Demand Estimates from Censored Data
by Richard H. Zeni


Publisher: | Dissertation |
Pub date: | 2001 |
Pages: | 274 |
ISBN-10: | 1581121415 |
ISBN-13: | 9781581121414 |
Categories: | Business Transportation Business & Economics |
Abstract
Accurate forecasts are crucial to a revenue management system. Poor estimates of demand lead to inadequate inventory controls and sub-optimal revenue performance. Forecasting for airline revenue management systems is inherently difficult. Competitive actions, seasonal factors, the economic environment, and constant fare changes are a few of the hurdles that must be overcome. In addition, the fact that most of the historical demand data is censored further complicates the problem. This dissertation examines the challenge of forecasting for an airline revenue management system in the presence of censored demand data.The number of seats an airline can sell on a flight is determined by the booking limits set by the revenue management system. An airline continues to accept reservations in a fare class until the booking limit is reached. At that point, the airline stops selling seats in that fare class-It also stops collecting valuable data. Demand for travel in that fare class may exceed the booking limit, but the data does not reflect this. So the data is censored or "constrained" at the booking limit.
While some models exist that produce unbiased forecasts from censored data, it is preferable to "unconstrain" the censored observations so that they represent true demand. Then, the forecasting model may be chosen based on the structure of the problem rather than the nature of the data. This dissertation analyzed the improvement in forecast accuracy that results from estimating demand by unconstraining the censored data.
Little research has been done on unconstraining censored data for revenue management systems. Airlines tend to either ignore the problem or use very simple ad hoc methods to deal with it. A literature review explores the current methods for unconstraining censored data. Also, practices borrowed from areas outside of revenue management are adapted to this application. For example, the Expectation-Maximization (EM) and other imputation methods were investigated. These methods are evaluated and tested using simulation and actual airline data. An extension to the EM algorithm that results in a 41% improvement in forecast accuracy is presented.
Paperback Edition
Paperback
274 pages
$25.95
Choose vendor to order paperback edition
BrownWalker Press
Amazon.com
Barnes & Noble
Harvard Book Store
Return policy
PDF eBook
Entire PDF eBook
979k
$17
Get instant access to an entire eBook
Buy PDF Password
Download Complete PDF
eBook editions
Share this book
Relevant events
OCT
3
GLOBALCME
2nd Global Conference on Management and Economics
The 2nd Global Conference on Management and Economics (GLOBALCME) will take place on 03-05 October 2025 in Milan, Italy. A city steeped in history, Milan offers attendees a unique setting that inspires both intellectual an...
2nd Global Conference on Management and Economics
The 2nd Global Conference on Management and Economics (GLOBALCME) will take place on 03-05 October 2025 in Milan, Italy. A city steeped in history,...
2nd Global Conference on Management and Economics
The 2nd Global Conference on Management and Economics (GLOBALCME) will ta...
2nd Global Conference on Management and Economics
The 2nd Global Conference on Management and Econ...
03 - 05 Oct 2025
Milan, Italy
OCT
15
NexGen Banking Summit 15th - 16th, October, 2025
Join us on October 15th-16th, 2025, at the Hilton Hotel in London for the first-ever summit focused on how Generative AI is changing banking! With 78% of banks already using or planning to use this technology, it’s clear t...
NexGen Banking Summit 15th - 16th, October, 2025
Join us on October 15th-16th, 2025, at the Hilton Hotel in London for the first-ever summit focused on how Generative AI is changing banking! With ...
NexGen Banking Summit 15th - 16th, October, 2025
Join us on October 15th-16th, 2025, at the Hilton Hotel in London for the...
NexGen Banking Summit 15th - 16th, October, 2025
Join us on October 15th-16th, 2025, at the Hilto...
15 - 16 Oct 2025
London, United Kingdom
OCT
17
WORLDMBE
8th World Conference on Management, Business and Economics (WORLDMBE)
Join Us at WORLDMBE 2025!
8th World Conference on Management, Business and Economics
📍 Lyon, France | 📅 October 19–21, 2025
Immerse yourself in innovation and discovery at WORLDMBE 2025—a leading international confe...
8th World Conference on Management, Business and Economics (WORLDMBE)
Join Us at WORLDMBE 2025!
8th World Conference on Management, Business and Economics
📍 Lyon, France | 📅 October 19–21, 2025
Immerse yourself...
8th World Conference on Management, Business and Economics (WORLDMBE)
Join Us at WORLDMBE 2025!
8th World Conference on Management, Business a...
8th World Conference on Management, Business and Economics (WORLDMBE)
Join Us at WORLDMBE 2025!
8th World Conference ...
17 - 19 Oct 2025
Lyon, France
OCT
24
CEBMM 2025
2025 14th International Conference on Economics, Business and Marketing Management (CEBMM 2025)
Publication:
The excellent accepted and registered full papers of CEBMM 2025 will be recommended to be published into Journal of Advanced Management Science or International Journal of Trade, Economics and Finance.
Jou...
2025 14th International Conference on Economics, Business and Marketing Management (CEBMM 2025)
Publication:
The excellent accepted and registered full papers of CEBMM 2025 will be recommended to be published into Journal of Advanced Manageme...
2025 14th International Conference on Economics, Business and Marketing Management (CEBMM 2025)
Publication:
The excellent accepted and registered full papers of CEBMM ...
2025 14th International Conference on Economics, Business and Marketing Management (CEBMM 2025)
Publication:
The excellent accepted and registe...
24 - 26 Oct 2025
Singapore, Singapore
OCT
24
ICEBA 2025
2025 11th International Conference on E-Business and Applications (ICEBA 2025)
Paper Publishing and Indexing:
Submitted papers must be original and contain work that has not been published before or is under review elsewhere. Accepted papers will be published in the ICEBA 2025 Conference proceeding...
2025 11th International Conference on E-Business and Applications (ICEBA 2025)
Paper Publishing and Indexing:
Submitted papers must be original and contain work that has not been published before or is under review elsewhere...
2025 11th International Conference on E-Business and Applications (ICEBA 2025)
Paper Publishing and Indexing:
Submitted papers must be original and co...
2025 11th International Conference on E-Business and Applications (ICEBA 2025)
Paper Publishing and Indexing:
Submitted paper...
24 - 26 Oct 2025
Singapore, Singapore
OCT
24
ICABME
10th International Conference on Advanced Research in Business, Management and Economics
10th International Conference on Advanced Research in Business, Management, and Economics
Dates: 24 – 26 October 2025
Location: Geneva, Switzerland
Venue: Domaine Barton, Geneva Graduate Institute, Villa Barton
We a...
10th International Conference on Advanced Research in Business, Management and Economics
10th International Conference on Advanced Research in Business, Management, and Economics
Dates: 24 – 26 October 2025
Location: Geneva, Switzerla...
10th International Conference on Advanced Research in Business, Management and Economics
10th International Conference on Advanced Research in Business, Managemen...
10th International Conference on Advanced Research in Business, Management and Economics
10th International Conference on Advanced Resear...
24 - 26 Oct 2025
Geneva, Switzerland
OCT
24
2025 Int'l Conference on Innovation in Management (ICIM 2025)
2025 Int'l Conference on Innovation in Management
(ICIM 2025)
Oct. 24-26, 2025 Xiamen, China
Website:https://www.academicx.org/ICIM/2025/
Website:Oct. 24-26, 2025
Date:Xiamen, China
Email:contact10@academicx.org
...
2025 Int'l Conference on Innovation in Management (ICIM 2025)
2025 Int'l Conference on Innovation in Management
(ICIM 2025)
Oct. 24-26, 2025 Xiamen, China
Website:https://www.academicx.org/ICIM/2025/
W...
2025 Int'l Conference on Innovation in Management (ICIM 2025)
2025 Int'l Conference on Innovation in Management
(ICIM 2025)
Oct. 24-2...
2025 Int'l Conference on Innovation in Management (ICIM 2025)
2025 Int'l Conference on Innovation in Managemen...
24 - 26 Oct 2025
Xiamen, China, China
OCT
24
The 15th Int'l Conference on Management and Service Science(MASS 2025)
The 15th Int'l Conference on Management and Service Science
(MASS 2025)
Oct. 24-26, 2025 Xiamen, China
Website:https://www.academicx.org/MASS/2025/
Website:Oct. 24-26, 2025
Date:Xiamen, China
Email:contact10@acad...
The 15th Int'l Conference on Management and Service Science(MASS 2025)
The 15th Int'l Conference on Management and Service Science
(MASS 2025)
Oct. 24-26, 2025 Xiamen, China
Website:https://www.academicx.org/MAS...
The 15th Int'l Conference on Management and Service Science(MASS 2025)
The 15th Int'l Conference on Management and Service Science
(MASS 2025)
...
The 15th Int'l Conference on Management and Service Science(MASS 2025)
The 15th Int'l Conference on Management and Serv...
24 - 26 Oct 2025
Xiamen, China, China
OCT
24
ICBML
3rd International Conference on Business, Management and Leadership (ICBML)
Join the 3rd International Conference on Business, Management and Leadership – Oxford, UK | 24–24 October 2025
Be part of an internationally renowned gathering that brings together top minds in management—including rese...
3rd International Conference on Business, Management and Leadership (ICBML)
Join the 3rd International Conference on Business, Management and Leadership – Oxford, UK | 24–24 October 2025
Be part of an internationally ren...
3rd International Conference on Business, Management and Leadership (ICBML)
Join the 3rd International Conference on Business, Management and Leaders...
3rd International Conference on Business, Management and Leadership (ICBML)
Join the 3rd International Conference on Busines...
24 - 26 Oct 2025
Oxford, United Kingdom
OCT
27
9th Edition of Nursing World Conference
Prepare to ignite your passion for nursing at the 9th Edition of the Nursing World Conference (NWC 2025) from October 27-29, 2025, in Orlando, Florida, USA! This year, we’re elevating your Nursing World Conference 2025 exp...
9th Edition of Nursing World Conference
Prepare to ignite your passion for nursing at the 9th Edition of the Nursing World Conference (NWC 2025) from October 27-29, 2025, in Orlando, Flor...
9th Edition of Nursing World Conference
Prepare to ignite your passion for nursing at the 9th Edition of the Nurs...
9th Edition of Nursing World Conference
Prepare to ignite your passion for nursing at th...
27 - 29 Oct 2025
Orlando, United States