| Paper Abstract and Keywords |
| Presentation |
2016-09-05 13:15
[Short Paper]
Selective Inference for Time-series Change-Point Analysis Yuta Umezu, Kazuya Nakagawa, Shigenori Inoue (NIT), Koji Tsuda (Tokyo Univ.), Mahito Sugiyama, Takuya Maekawa (Osaka Univ.), Toru Tamaki (Hiroshima Univ.), Ken Yoda (Nagoya Univ.), Ichiro Takeuchi (NIT) PRMU2016-63 IBISML2016-18 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose a statistical method for time series data after detecting a change point. Because the change point is detected based on the data, its significance is highly depend on an algorithm for change point detection. Therefore, we need considering the algorithm to conduct a statistical inference. This kind of statistical inference is also known as post selection inference. We use the so-called cumulative sum statistic for detecting a change point, and then we conduct a Selective Inference based on the statistic. Through simulation studies, we confirm that the our proposal is almost better than existing methods. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
change point detection / CUSUM test / hypothesis testing / selective inference / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 209, IBISML2016-18, pp. 89-92, Sept. 2016. |
| Paper # |
IBISML2016-18 |
| Date of Issue |
2016-08-29 (PRMU, IBISML) |
| 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) |
| Download PDF |
PRMU2016-63 IBISML2016-18 |
| Conference Information |
| Committee |
PRMU IPSJ-CVIM IBISML |
| Conference Date |
2016-09-05 - 2016-09-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
IBISML |
| Conference Code |
2016-09-PRMU-CVIM-IBISML |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Selective Inference for Time-series Change-Point Analysis |
| Sub Title (in English) |
|
| Keyword(1) |
change point detection |
| Keyword(2) |
CUSUM test |
| Keyword(3) |
hypothesis testing |
| Keyword(4) |
selective inference |
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Yuta Umezu |
| 1st Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 2nd Author's Name |
Kazuya Nakagawa |
| 2nd Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 3rd Author's Name |
Shigenori Inoue |
| 3rd Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 4th Author's Name |
Koji Tsuda |
| 4th Author's Affiliation |
Tokyo University (Tokyo Univ.) |
| 5th Author's Name |
Mahito Sugiyama |
| 5th Author's Affiliation |
Osaka University (Osaka Univ.) |
| 6th Author's Name |
Takuya Maekawa |
| 6th Author's Affiliation |
Osaka University (Osaka Univ.) |
| 7th Author's Name |
Toru Tamaki |
| 7th Author's Affiliation |
Hiroshima University (Hiroshima Univ.) |
| 8th Author's Name |
Ken Yoda |
| 8th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 9th Author's Name |
Ichiro Takeuchi |
| 9th Author's Affiliation |
Nagoya Institute of Technology (NIT) |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-9 |
| Date Time |
2016-09-05 13:15:00 |
| Presentation Time |
15 minutes |
| Registration for |
IBISML |
| Paper # |
PRMU2016-63, IBISML2016-18 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.208(PRMU), no.209(IBISML) |
| Page |
pp.89-92 |
| #Pages |
4 |
| Date of Issue |
2016-08-29 (PRMU, IBISML) |