| Paper Abstract and Keywords |
| Presentation |
2014-07-17 13:00
$alpha$-divergence derived as the generalized rate function in Tsallis statistics Hiroki Suyari (Chiba Univ.), Antonio Maria Scarfone (ISC-CNR) IT2014-16 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The generalized binomial distribution in Tsallis statistics (power-law system) is explicitly formulated from the precise $q$-Stirling's formula. The $alpha$-divergence (or $q$-divergence) is uniquely derived from the generalized binomial distribution in the sense that when $alpharightarrow-1$ (i.e.,$qrightarrow1$) it recovers KL divergence obtained from the standard binomial distribution. Based on these combinatorial considerations, it is shown that $alpha$-divergence (or $q$-divergence) is appeared as the generalized rate function in the large deviation estimate in Tsallis statistics. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
$alpha$-divergence / generalized rate function / generalized binomial distribution / large deviation estimate / Tsallis statistics / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 138, IT2014-16, pp. 25-30, July 2014. |
| Paper # |
IT2014-16 |
| Date of Issue |
2014-07-10 (IT) |
| 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 |
IT2014-16 |
| Conference Information |
| Committee |
IT |
| Conference Date |
2014-07-17 - 2014-07-18 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kobe University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
freshman session, general |
| Paper Information |
| Registration To |
IT |
| Conference Code |
2014-07-IT |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
$alpha$-divergence derived as the generalized rate function in Tsallis statistics |
| Sub Title (in English) |
|
| Keyword(1) |
$alpha$-divergence |
| Keyword(2) |
generalized rate function |
| Keyword(3) |
generalized binomial distribution |
| Keyword(4) |
large deviation estimate |
| Keyword(5) |
Tsallis statistics |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiroki Suyari |
| 1st Author's Affiliation |
Chiba University (Chiba Univ.) |
| 2nd Author's Name |
Antonio Maria Scarfone |
| 2nd Author's Affiliation |
Istituto dei Sistemi Complessi - CNR (ISC-CNR) |
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| Speaker |
Author-1 |
| Date Time |
2014-07-17 13:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
IT |
| Paper # |
IT2014-16 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.138 |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2014-07-10 (IT) |