Paper Abstract and Keywords |
Presentation |
2017-09-18 14:50
Cost-sensitive no-show prediction for airline companies Yuji Horiguchi, Yukino Baba, Hisashi Kashima (Kyoto Univ.), Takeshi Kojima, Hiroki Kayahara, Jun Maeno (Peach Aviation) DE2017-17 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this research, we estimate the number of passengers (NO--SHOW) who do not appear at the airport on the day of departure by using the data of airline company, and evaluate the profit and loss when ticket sales are done based on the estimated numbers of NO--SHOW. Normally, airline companies sell extra tickets based on NO--SHOW numbers, but when too many tickets are sold, airline companies will require additional cost for compensation. We propose to incorporate the cost and the profits of the ticket into the prediction model. As a result, we successfully predict the number of NO--SHOW with fewer costs than the baseline model. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Aviation / NO-SHOW / / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 212, DE2017-17, pp. 57-62, Sept. 2017. |
Paper # |
DE2017-17 |
Date of Issue |
2017-09-11 (DE) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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DE2017-17 |
Conference Information |
Committee |
DE IPSJ-DBS IPSJ-IFAT |
Conference Date |
2017-09-18 - 2017-09-20 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Ochanomizu University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Big Data Management, Information Retrieval, Knowledge Discovery, etc. |
Paper Information |
Registration To |
DE |
Conference Code |
2017-09-DE-DBS-IFAT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Cost-sensitive no-show prediction for airline companies |
Sub Title (in English) |
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Aviation |
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NO-SHOW |
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1st Author's Name |
Yuji Horiguchi |
1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
2nd Author's Name |
Yukino Baba |
2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
3rd Author's Name |
Hisashi Kashima |
3rd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
4th Author's Name |
Takeshi Kojima |
4th Author's Affiliation |
Peach Aviation Limited. (Peach Aviation) |
5th Author's Name |
Hiroki Kayahara |
5th Author's Affiliation |
Peach Aviation Limited. (Peach Aviation) |
6th Author's Name |
Jun Maeno |
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Peach Aviation Limited. (Peach Aviation) |
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Speaker |
Author-1 |
Date Time |
2017-09-18 14:50:00 |
Presentation Time |
30 minutes |
Registration for |
DE |
Paper # |
DE2017-17 |
Volume (vol) |
vol.117 |
Number (no) |
no.212 |
Page |
pp.57-62 |
#Pages |
6 |
Date of Issue |
2017-09-11 (DE) |
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