| Paper Abstract and Keywords |
| Presentation |
2023-01-19 14:40
Fairness-aware human resource allocation for runtime business process Nayuta Egashira, Hiroki Horita (Ibaraki Univ.) KBSE2022-46 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Predictive business process monitoring improves the work efficiency of a running business process based on the analysis of event log data of previously executed business processes. This technique has been applied to methods that improve work efficiency by allocating optimal human resources to tasks. However, such studies focus on the completion of the most recent task in the minimum time, and do not focus on the long-term improvement of business processes. In this study, we investigate a method to link the results of predictive business process monitoring to the improvement of the execution environment of business processes. Using predictions about future tasks in running business processes, we optimize online the allocation of human resources required to execute the tasks. Validation using simulation-generated hospital event logs shows that the proposed method is able to balance the workload of human resources at the expense of current work efficiency. The generated human resource assignments are expected to minimize the risk of overload and improve proficiency efficiency and motivation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
process mining / predictive business process monitoring / resource allocation / job-shop scheduling / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 345, KBSE2022-46, pp. 19-24, Jan. 2023. |
| Paper # |
KBSE2022-46 |
| Date of Issue |
2023-01-12 (KBSE) |
| ISSN |
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) |
| Download PDF |
KBSE2022-46 |
| Conference Information |
| Committee |
KBSE |
| Conference Date |
2023-01-19 - 2023-01-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
KBSE |
| Conference Code |
2023-01-KBSE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Fairness-aware human resource allocation for runtime business process |
| Sub Title (in English) |
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| Keyword(1) |
process mining |
| Keyword(2) |
predictive business process monitoring |
| Keyword(3) |
resource allocation |
| Keyword(4) |
job-shop scheduling |
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| 1st Author's Name |
Nayuta Egashira |
| 1st Author's Affiliation |
Ibaraki University (Ibaraki Univ.) |
| 2nd Author's Name |
Hiroki Horita |
| 2nd Author's Affiliation |
Ibaraki University (Ibaraki Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-01-19 14:40:00 |
| Presentation Time |
30 minutes |
| Registration for |
KBSE |
| Paper # |
KBSE2022-46 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.345 |
| Page |
pp.19-24 |
| #Pages |
6 |
| Date of Issue |
2023-01-12 (KBSE) |