| Presentation | 2017-03-10 Probabilistic Inference of Customer States Using Statistical Open Data and Bayesian Networks Hiroaki Nakamura, Michiharu Kudo, Hironori Takeuchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Enterprises need to provide services specialized for each customer in a timely manner, and for that purpose, they rely on information such as customer profile and purchase history. However, in many cases, they do not have enough customer data for service personalization. To overcome the limitation, use of open data for predicting customer information is a promising approach. Especially the governments of many countries have recently started providing online a variety of survey results as statistical data. In this paper, we investigate Bayesian Network approach for predicting unknown customer information from known facts and statistical data.We also introduce a method for predicting customer life events by analyzing multiple statistical data, and that for combining microdata and summary data to complement each other. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Probabilistic Inference / Open Data / Statistical Data / Bayesian Networks |
| Paper # | SC2016-35 |
| Date of Issue | 2017-03-03 (SC) |
| Conference Information | |
| Committee | SC |
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| Conference Date | 2017/3/10(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | National Institute of Informatics |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Smart System Applications, etc. |
| Chair | Incheon Paik(Univ. of Aizu) |
| Vice Chair | Masahide Nakamura(Kobe Univ.) |
| Secretary | Masahide Nakamura(NICT) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Service Computing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Probabilistic Inference of Customer States Using Statistical Open Data and Bayesian Networks |
| Sub Title (in English) | |
| Keyword(1) | Probabilistic Inference |
| Keyword(2) | Open Data |
| Keyword(3) | Statistical Data |
| Keyword(4) | Bayesian Networks |
| 1st Author's Name | Hiroaki Nakamura |
| 1st Author's Affiliation | IBM Japan, Ltd.(IBM Japan) |
| 2nd Author's Name | Michiharu Kudo |
| 2nd Author's Affiliation | IBM Japan, Ltd.(IBM Japan) |
| 3rd Author's Name | Hironori Takeuchi |
| 3rd Author's Affiliation | IBM Japan, Ltd.(IBM Japan) |
| Date | 2017-03-10 |
| Paper # | SC2016-35 |
| Volume (vol) | vol.116 |
| Number (no) | SC-518 |
| Page | pp.pp.39-44(SC), |
| #Pages | 6 |
| Date of Issue | 2017-03-03 (SC) |