| Presentation | 2008-03-13 Learning and Inference of Probabilistic Causal Structure Model for Indoor Behavior Prediction of Infants Satoshi KAWATA, Yoichi MOTOMURA, Yoshifumi NISHIDA, Shouzou ISHIKAWA, Kazuyuki TANAKA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Bayesian Networks / Bayes Estimation / Behavior Recognition / Image Processing |
| Paper # | NC2007-159 |
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| Committee | NC |
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| Conference Date | 2008/3/5(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| 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 |
| 1st Author's Name | Satoshi KAWATA |
| 1st Author's Affiliation | Tohoku Univ.() |
| 2nd Author's Name | Yoichi MOTOMURA |
| 2nd Author's Affiliation | AIST |
| 3rd Author's Name | Yoshifumi NISHIDA |
| 3rd Author's Affiliation | AIST |
| 4th Author's Name | Shouzou ISHIKAWA |
| 4th Author's Affiliation | Metropolitan College of Industrial Technology |
| 5th Author's Name | Kazuyuki TANAKA |
| 5th Author's Affiliation | Tohoku Univ. |
| Date | 2008-03-13 |
| Paper # | NC2007-159 |
| Volume (vol) | vol.107 |
| Number (no) | 542 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |