| Presentation | 2023-03-16 [Invited Talk] Applying Machine Learning to Social Applications Noritaka Shigei, Yoichi Ishizuka, Satoshi Sugimoto, Chihiro Morita, Masanobu Miyazaki, Shinichi Abe, Tomoya Nishino, Hiromi Miyajima, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In various fields of society, the utilization of machine learning (ML) for efficiency and automation is rapidly advancing. The presenter thinks that in order to apply ML to society effectively and at a low cost, it is necessary to consider the effective utilization of available data, the creation of low-cost training data, and how to use ML in consideration of misclassification. The presenters have studied the application of ML to ground strength estimation, land-use classification, landslide hazard area estimation, appearance evaluation of weather-resistant steel, and trend determination of kidney function. For example, for ground strength estimation, the selection of training data is important; for land-use classification, the different map information can be used to generate training data; for landslide hazard area estimation, higher estimation accuracy can be obtained by using more accurate information, for appearance evaluation of weather-resistant steel materials, accuracy can be improved by integrating local judgments; and for trend determination in kidney function, ML has the potential to extract judgment criteria and assist in the judgments of physicians. This talk introduces the results and findings obtained from these applications. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Renal Function / Ground Strength / Land-Use / Hazard Area / Weather-Resistant Steel |
| Paper # | MSS2022-86,NLP2022-131 |
| Date of Issue | 2023-03-08 (MSS, NLP) |
| Conference Information | |
| Committee | NLP / MSS |
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| Conference Date | 2023/3/15(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akio Tsuneda(Kumamoto Univ.) / Atsuo Ozaki(Osaka Inst. of Tech.) |
| Vice Chair | Hiroyuki Torikai(Hosei Univ.) / Shingo Yamaguchi(Yamaguchi Univ.) |
| Secretary | Hiroyuki Torikai(Sojo Univ.) / Shingo Yamaguchi(Gifu Univ.) |
| Assistant | Yuichi Yokoi(Nagasaki Univ.) / Yoshikazu Yamanaka(Utsunomiya Univ.) / Masato Shirai(Shimane Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Mathematical Systems Science and its Applications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Applying Machine Learning to Social Applications |
| Sub Title (in English) | Attempts toward automation of tasks related to medical care, disaster prevention, and steel bridge maintenance |
| Keyword(1) | Machine Learning |
| Keyword(2) | Renal Function |
| Keyword(3) | Ground Strength |
| Keyword(4) | Land-Use |
| Keyword(5) | Hazard Area |
| Keyword(6) | Weather-Resistant Steel |
| 1st Author's Name | Noritaka Shigei |
| 1st Author's Affiliation | Kagoshima University(Kagoshima Univ.) |
| 2nd Author's Name | Yoichi Ishizuka |
| 2nd Author's Affiliation | Nagasaki University(Nagasaki Univ.) |
| 3rd Author's Name | Satoshi Sugimoto |
| 3rd Author's Affiliation | Nagasaki University(Nagasaki Univ.) |
| 4th Author's Name | Chihiro Morita |
| 4th Author's Affiliation | University of Miyazaki(Univ. of Miyazaki) |
| 5th Author's Name | Masanobu Miyazaki |
| 5th Author's Affiliation | Miyazaki Medical Clinic(Miyazaki Medical Clinic) |
| 6th Author's Name | Shinichi Abe |
| 6th Author's Affiliation | Nagasaki University Hospital(Nagasaki University Hospital) |
| 7th Author's Name | Tomoya Nishino |
| 7th Author's Affiliation | Nagasaki University Hospital(Nagasaki University Hospital) |
| 8th Author's Name | Hiromi Miyajima |
| 8th Author's Affiliation | Kagoshima University(Kagoshima Univ.) |
| Date | 2023-03-16 |
| Paper # | MSS2022-86,NLP2022-131 |
| Volume (vol) | vol.122 |
| Number (no) | MSS-435,NLP-436 |
| Page | pp.pp.120-120(MSS), pp.120-120(NLP), |
| #Pages | 1 |
| Date of Issue | 2023-03-08 (MSS, NLP) |