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Paper Abstract and Keywords
Presentation 2019-03-06 11:30
Optimal Kernel for Mode Estimation via Kernel Density Estimation
Ryoya Yamasaki, Toshiyuki Tanaka (Kyoto Univ.) IBISML2018-113
Abstract (in Japanese) (See Japanese page) 
(in English) We have derived kernel functions that minimize the asymptotic mean squared error of the mode estimate, which is defined as the local maximizer of the density estimation result obtained by the kernel density estimation. In the numerical experiments, the optimal kernel provides the smallest mean squared error.
Keyword (in Japanese) (See Japanese page) 
(in English) mode estimation / optimal kernel / asymptotic optimality / kernel density estimation / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 472, IBISML2018-113, pp. 59-64, March 2019.
Paper # IBISML2018-113 
Date of Issue 2019-02-26 (IBISML) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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 IBISML2018-113

Conference Information
Committee IBISML  
Conference Date 2019-03-05 - 2019-03-06 
Place (in Japanese) (See Japanese page) 
Place (in English) RIKEN AIP 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Machine learning, etc. 
Paper Information
Registration To IBISML 
Conference Code 2019-03-IBISML 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Optimal Kernel for Mode Estimation via Kernel Density Estimation 
Sub Title (in English)  
Keyword(1) mode estimation  
Keyword(2) optimal kernel  
Keyword(3) asymptotic optimality  
Keyword(4) kernel density estimation  
1st Author's Name Ryoya Yamasaki  
1st Author's Affiliation Kyoto University (Kyoto Univ.)
2nd Author's Name Toshiyuki Tanaka  
2nd Author's Affiliation Kyoto University (Kyoto Univ.)
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Date Time 2019-03-06 11:30:00 
Presentation Time 30 
Registration for IBISML 
Paper # IEICE-IBISML2018-113 
Volume (vol) IEICE-118 
Number (no) no.472 
Page pp.59-64 
#Pages IEICE-6 
Date of Issue IEICE-IBISML-2019-02-26 

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