| Paper Abstract and Keywords |
| Presentation |
2008-03-13 15:20
Learning and Inference of Probabilistic Causal Structure Model for Indoor Behavior Prediction of Infants Satoshi Kawata (Tohoku Univ.), Yoichi Motomura, Yoshifumi Nishida (AIST), Shouzou Ishikawa (Metropolitan College of Industrial Technology), Kazuyuki Tanaka (Tohoku Univ.) NC2007-159 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In order to contribute to saving children exposed to daily dangers,
monitoring children's everyday behavior is essential for the paradigms of infant risk prevention.
In this research, we introduce a statistical lerning to predict infant behavioral models.
With the rapid progress in computer-aided processing, we have come to make use of precise graphical models based on calculation using Bayesian networks.
Utilizing diverse graphical models will lead us to cover various prior knowledge dwelling in the real world. In this paper,
we model probabilistic causal structure chronologically making use of diverse dynamic images and ultrasound location sensor data based on Bayesian Network.
Compared with the maximum likelihood estimator dealing with machine learning,
this model will give us broader perspective to predict expected human behavior more precisely in daily life. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Bayesian Networks / Bayes Estimation / Behavior Recognition / Image Processing / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 107, no. 542, NC2007-159, pp. 279-282, March 2008. |
| Paper # |
NC2007-159 |
| Date of Issue |
2008-03-05 (NC) |
| 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 |
NC2007-159 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2008-03-12 - 2008-03-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa Univ |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
NC |
| Conference Code |
2008-03-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Learning and Inference of Probabilistic Causal Structure Model for Indoor Behavior Prediction of Infants |
| Sub Title (in English) |
|
| Keyword(1) |
Bayesian Networks |
| Keyword(2) |
Bayes Estimation |
| Keyword(3) |
Behavior Recognition |
| Keyword(4) |
Image Processing |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Satoshi Kawata |
| 1st Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 2nd Author's Name |
Yoichi Motomura |
| 2nd Author's Affiliation |
National Institute of Advanced Industrial Science and Technology (AIST) |
| 3rd Author's Name |
Yoshifumi Nishida |
| 3rd Author's Affiliation |
National Institute of Advanced Industrial Science and Technology (AIST) |
| 4th Author's Name |
Shouzou Ishikawa |
| 4th Author's Affiliation |
Tokyo Metropolitan College of Industrial Technology (Metropolitan College of Industrial Technology) |
| 5th Author's Name |
Kazuyuki Tanaka |
| 5th Author's Affiliation |
Tohoku University (Tohoku Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2008-03-13 15:20:00 |
| Presentation Time |
20 minutes |
| Registration for |
NC |
| Paper # |
NC2007-159 |
| Volume (vol) |
vol.107 |
| Number (no) |
no.542 |
| Page |
pp.279-282 |
| #Pages |
4 |
| Date of Issue |
2008-03-05 (NC) |