Paper Abstract and Keywords |
Presentation |
2017-07-14 15:45
Proposal of the concept of connecting HIMOJI-ontologies by mutual information of texts, and its case study
-- In the case to see latent texts as random variables -- Xianbo Song, Tetsuya Morizumi, Hirotsugu Kinoshita (Kanagawa Univ.) ISEC2017-26 SITE2017-18 ICSS2017-25 EMM2017-29 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper is linked to the theme of database creation of "HIMOJI data" which has been studied at Kanagawa University. However, we regard "HIMOJI" as a latent text that is not explicitly written in texts. In general, data handled on the Internet is shown as an engineering ontology: that organizes the concepts that points to data for sharing and reusing the resources, However, this ontological operation will trim down the latent texts of "HIMOJI" (or even in more general). That is, the following problem is stated: we would like to share the "HIMOJI" text with others and keep the latent strength. In this paper, we consider this problem based on the following four hypotheses: <"Meaning" fluctuates with "behavior">, <There is an Information theoretic correlation between thought and linguistic behavior>, <The text that instructs real existence is regarded as a propositional variable, and the variable called "word" is viewed as a random variable! >, <The words that make up the text are generated such that the mutual information capacity among the prior word and the posterior word is maximized>.
According to this hypotheses, text is decomposed corpus and caught as a word vector. Here, the concept of a program (word 2 vec) combining C. E. SHANNON's N-gram model and machine learning is used. In other words, we utilize the property that the inner product similarity among the words can be approximated to the mutual information capacity among the words, and an informative channel between ontologies can be generated. Furthermore, we present an attempt to evaluate the information channel between ontologies as an information theory. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
HIMOJI / ontology / Gilles Deleuze / random variable / information theory / mutual information capacity / N-gram / word vector |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 126, SITE2017-18, pp. 135-140, July 2017. |
Paper # |
SITE2017-18 |
Date of Issue |
2017-07-07 (ISEC, SITE, ICSS, EMM) |
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 |
ISEC2017-26 SITE2017-18 ICSS2017-25 EMM2017-29 |
Conference Information |
Committee |
SITE EMM ISEC ICSS IPSJ-CSEC IPSJ-SPT |
Conference Date |
2017-07-14 - 2017-07-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
SITE |
Conference Code |
2017-07-SITE-EMM-ISEC-ICSS-CSEC-SPT |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Proposal of the concept of connecting HIMOJI-ontologies by mutual information of texts, and its case study |
Sub Title (in English) |
In the case to see latent texts as random variables |
Keyword(1) |
HIMOJI |
Keyword(2) |
ontology |
Keyword(3) |
Gilles Deleuze |
Keyword(4) |
random variable |
Keyword(5) |
information theory |
Keyword(6) |
mutual information capacity |
Keyword(7) |
N-gram |
Keyword(8) |
word vector |
1st Author's Name |
Xianbo Song |
1st Author's Affiliation |
Kanagawa University (Kanagawa Univ.) |
2nd Author's Name |
Tetsuya Morizumi |
2nd Author's Affiliation |
Kanagawa University (Kanagawa Univ.) |
3rd Author's Name |
Hirotsugu Kinoshita |
3rd Author's Affiliation |
Kanagawa University (Kanagawa Univ.) |
4th Author's Name |
|
4th Author's Affiliation |
() |
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 |
2017-07-14 15:45:00 |
Presentation Time |
25 minutes |
Registration for |
SITE |
Paper # |
ISEC2017-26, SITE2017-18, ICSS2017-25, EMM2017-29 |
Volume (vol) |
vol.117 |
Number (no) |
no.125(ISEC), no.126(SITE), no.127(ICSS), no.128(EMM) |
Page |
pp.135-140 |
#Pages |
6 |
Date of Issue |
2017-07-07 (ISEC, SITE, ICSS, EMM) |
|