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| Presentation | 2016-11-24 14:50 Hybrid PSO and GSA-based Band Prioritization for Band Selection of High Dimensional Data Sets Yang Lang Chang, Yung-Hao Lai, Ming-Xiu Xu, Jyh-Perng Fang (NTUT), Chihyuan Chu (G-AVE Technology Corporation)  SANE2016-64 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | With the progress of remote sensing technology, the numbers of bands of hyperspectral images are increased rapidly. However, it leads to the increase of the computational complexity exponentially as problem size increases. The huge data quantity also causes the curse of dimensionality, which leads to the worse accuracy. Therefore, we must reduce the data quantity in order to prevent the curse of dimensionality. In this paper, we propose a novel method, which hybrids the particle swarm optimization (PSO) and gravitational search algorithms (GSA) with impurity function band prioritization (IFBP) method, to reduce and extract the number of bands of hyperspectral images. The experimental results show that the proposed approach can not only work efficiently for reducing the dimension of data sets but also having a better classification accuracy compared to other classifiers. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Particle Swarm Optimization / Gravitational Search Algorithm / Impurity Function Band Prioritization / Hyperspectral Images / Multi Criteria Decision Making / Analytic Hierarchy Process / / | |
| Reference Info. | IEICE Tech. Rep., vol. 116, no. 319, SANE2016-64, pp. 67-70, Nov. 2016. | |
| Paper # | SANE2016-64 | |
| 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 | SANE2016-64 |
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| 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) | Hybrid PSO and GSA-based Band Prioritization for Band Selection of High Dimensional Data Sets |
| Sub Title (in English) | |
| Keyword(1) | Particle Swarm Optimization |
| Keyword(2) | Gravitational Search Algorithm |
| Keyword(3) | Impurity Function Band Prioritization |
| Keyword(4) | Hyperspectral Images |
| Keyword(5) | Multi Criteria Decision Making |
| Keyword(6) | Analytic Hierarchy Process |
| 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 | Ming-Xiu Xu |
| 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 | Chihyuan Chu |
| 5th Author's Affiliation | G-AVE Technology Corporation (G-AVE Technology Corporation) |
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| Speaker | Author-1 |
| Date Time | 2016-11-24 14:50:00 |
| Presentation Time | 20 minutes |
| Registration for | SANE |
| Paper # | SANE2016-64 |
| Volume (vol) | vol.116 |
| Number (no) | no.319 |
| Page | pp.67-70 |
| #Pages | 4 |
| Date of Issue | 2016-11-17 (SANE) |
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