IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2016-11-24 15:10
Modified Nearest Feature Space Approach for High Dimensional Data Sets
Yang Lang Chang, Yung-Hao Lai, Tzu-Wei Tseng, Jyh-Perng Fang (NTUT) SANE2016-65
Abstract (in Japanese) (See Japanese page) 
(in English) With the progress of remote sensing technology, the high volume of high dimensional data sets is increased rapidly. Thus, it is important to better analyze and particular process these huge datasets. Several studies have been investigated to the classification algorithm of high dimensional data sets, such as nearest feature space (NFS). NFS can provide more information to virtually enlarge the training samples set. However, NFS is difficult to categorize and easily cause misjudgments when test point is too close with the distribution of sample points. In this paper, we proposed a new method called modified nearest feature space (MNFS), which can analysis the coverage of the feature space (FS) used in NFS and limit the extensible range of each FS in line, to reduce the impact of the overlapping between each category. Experimental results prove that MNFS is better than NFS on classification accuracy.
Keyword (in Japanese) (See Japanese page) 
(in English) nearest feature space classifier / fisher criterion principle component analysis / / / / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 319, SANE2016-65, pp. 71-73, Nov. 2016.
Paper # SANE2016-65 
Date of Issue 2016-11-17 (SANE) 
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 SANE2016-65

Conference Information
Committee SANE  
Conference Date 2016-11-24 - 2016-11-25 
Place (in Japanese) (See Japanese page) 
Place (in English) National Taipei University of Technology (NTUT) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) ICSANE2016 
Paper Information
Registration To SANE 
Conference Code 2016-11-SANE 
Language English 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Modified Nearest Feature Space Approach for High Dimensional Data Sets 
Sub Title (in English)  
Keyword(1) nearest feature space classifier  
Keyword(2) fisher criterion principle component analysis  
Keyword(3)  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Yang Lang Chang  
1st Author's Affiliation National Taipei University of technology (NTUT)
2nd Author's Name Yung-Hao Lai  
2nd Author's Affiliation National Taipei University of technology (NTUT)
3rd Author's Name Tzu-Wei Tseng  
3rd Author's Affiliation National Taipei University of technology (NTUT)
4th Author's Name Jyh-Perng Fang  
4th Author's Affiliation National Taipei University of technology (NTUT)
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
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 ()
Speaker Author-1 
Date Time 2016-11-24 15:10:00 
Presentation Time 20 minutes 
Registration for SANE 
Paper # SANE2016-65 
Volume (vol) vol.116 
Number (no) no.319 
Page pp.71-73 
#Pages
Date of Issue 2016-11-17 (SANE) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan