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Paper Abstract and Keywords
Presentation 2021-03-02 10:25
Selective Inference for Convex Clustering Using Parametric Programming
Yumehiro Omori, Yu Inatsu (Nitech), Ichiro Takeuchi (Nitech/RIKEN) IBISML2020-35
Abstract (in Japanese) (See Japanese page) 
(in English) Traditional statistical inference assumes that the hypothesis is predetermined and cannot be used as is for statistical inference of the data-driven hypothesis selected by data analysis. In recent years, an approach called Selective Inference has attracted attention as a statistical inference method for data-driven hypotheses. In this study, we propose a selective inference method using parametric programming for convex clustering. Through artificial data experiments，we show that it is possible to control the false positive rate at any significance level, and that the proposed method is more powerful than the conventional selective inference method using the polyhedral approach.
Keyword (in Japanese) (See Japanese page) 
(in English) Selective Inference / Convex Clustering / Parametric Programming / / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 395, IBISML2020-35, pp. 9-15, March 2021.
Paper # IBISML2020-35 
Date of Issue 2021-02-23 (IBISML) 
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 IBISML2020-35

Conference Information
Committee IBISML  
Conference Date 2021-03-02 - 2021-03-04 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Organized and general sessions on machine learning 
Paper Information
Registration To IBISML 
Conference Code 2021-03-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Selective Inference for Convex Clustering Using Parametric Programming 
Sub Title (in English)  
Keyword(1) Selective Inference  
Keyword(2) Convex Clustering  
Keyword(3) Parametric Programming  
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1st Author's Name Yumehiro Omori  
1st Author's Affiliation Nagoya Institute of Technology (Nitech)
2nd Author's Name Yu Inatsu  
2nd Author's Affiliation Nagoya Institute of Technology (Nitech)
3rd Author's Name Ichiro Takeuchi  
3rd Author's Affiliation Nagoya Institute of Technology/RIKEN (Nitech/RIKEN)
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Speaker Author-1 
Date Time 2021-03-02 10:25:00 
Presentation Time 25 minutes 
Registration for IBISML 
Paper # IBISML2020-35 
Volume (vol) vol.120 
Number (no) no.395 
Page pp.9-15 
#Pages 7 
Date of Issue 2021-02-23 (IBISML) 

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