Social and physical sensor fusion mining infrastructure to understand behavioral intentions
Project/Area Number |
18H03340
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Research Category |
Grant-in-Aid for Scientific Research (B)
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Allocation Type | Single-year Grants |
Section | 一般 |
Review Section |
Basic Section 62020:Web informatics and service informatics-related
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Research Institution | The University of Electro-Communications |
Principal Investigator |
Ohsuga Akihiko 電気通信大学, 大学院情報理工学研究科, 教授 (90393842)
|
Co-Investigator(Kenkyū-buntansha) |
清 雄一 電気通信大学, 大学院情報理工学研究科, 准教授 (20700157)
吉岡 信和 早稲田大学, 理工学術院, 上級研究員(研究院教授) (20390601)
鄭 顕志 早稲田大学, 理工学術院, 准教授(任期付) (40434295)
|
Project Period (FY) |
2018-04-01 – 2022-03-31
|
Project Status |
Completed (Fiscal Year 2021)
|
Budget Amount *help |
¥17,160,000 (Direct Cost: ¥13,200,000、Indirect Cost: ¥3,960,000)
Fiscal Year 2021: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2019: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2018: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
|
Keywords | マイニング基盤 / IoT / ソーシャルデータ / 推薦システム / オープンデータ |
Outline of Final Research Achievements |
The results of this research are as follows. (1) Development of an algorithm to remove universal patterns and noise from anonymized data, (2) Development of a hierarchical deep learning algorithm that considers the granularity and accuracy of input values for individual social data, (3) Construction of heterogeneous Linked Data to link anonymized physical data and social data that are likely to be information of the same person. (4) Extraction of actions that increase or decrease the likelihood of goal attainment based on goal-directed actions, and (5) Development of an example application that recommends optimal actions based on social media data and physical sensor data.
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Academic Significance and Societal Importance of the Research Achievements |
本研究では、匿名加工された物理センサデータとソーシャルデータを融合させることで行動の意図をリアルタイムに把握し、次に行うべき最適な行動を導出するミドルウェアを開発した。本提案ミドルウェアにより、目的地までのナビゲーション、災害時の避難行動サポート等、人々の状況に応じて提供されるあらゆるサービスの品質向上に寄与し、便利かつ安心・安全な社会実現に貢献できる。
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Report
(5 results)
Research Products
(219 results)
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[Journal Article] Systematic Literature Review of Security Pattern Research2021
Author(s)
Hironori Washizaki, Tian Xia, Natsumi Kamata, Yoshiaki Fukazawa, Hideyuki Kanuka, Takehisa Kato, Masayuki Yoshino, Takao Okubo, Shinpei Ogata, Haruhiko Kaiya, Atsuo Hazeyama, Takafumi Tanaka, Nobukazu Yoshioka, G Priyalakshmi
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Journal Title
Information
Volume: 12(1)
Issue: 1
Pages: 1-27
DOI
Related Report
Peer Reviewed / Open Access / Int'l Joint Research
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[Journal Article] CSPM: Metamodel for Handling Security and Privacy Knowledge in Cloud Service Development2021
Author(s)
Tian Xia, Hironori Washizaki, Yoshiaki Fukazawa, Haruhiko Kaiya, Shinpei Ogata, Eduardo B. Fernandez, Takehisa Kato, Hideyuki Kanuka, Takao Okubo, Nobukazu Yoshioka, and Atsuo Hazeyama
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Journal Title
International Journal of Systems and Software Security and Protection
Volume: Vol.12, No.2
Pages: 1-18
Related Report
Peer Reviewed / Open Access / Int'l Joint Research
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[Presentation] A Development Method for Safety Node-RED Systems using Discrete Controller Synthesis2021
Author(s)
Takuto Yamauchi, Takanori Hirano, Jialong Li, Takafumi Kawasaki, Yin Chen, Akira Tsuge, Tadashi Okoshi, Jin Nakazawa, Nobukazu Yoshioka, Georgios Palaiokrassas, Antonios Litke, and Kenji Tei
Organizer
14th IEEE International Conference on Internet of Things (IEEE iThings-2021)
Related Report
Int'l Joint Research
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[Presentation] Analysis of IoT Pattern Descriptions2021
Author(s)
Hironori Washizaki, Atsuo Hazeyama, Takao Okubo, Hideyuki, Kanuka, Shinpei Ogata and Nobukazu Yoshioka
Organizer
3rd International Workshop on Software Engineering Research & Practices for the Internet of Things (SERP4IoT 2021), ICSE workshop
Related Report
Int'l Joint Research
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[Presentation] Smart SE: Smart Systems and Services Innovative Professional Education Program2020
Author(s)
Hironori Washizaki, Kenji Tei, Kazunori Ueda, Hayato Yamana, Yoshiaki Fukazawa, Shinichi Honiden, Shoichi Okazaki, Nobukazu Yoshioka, Naoshi Uchihira
Organizer
44th IEEE Annual Computers, Software, and Applications Conference (COMPSAC)
Related Report
Int'l Joint Research
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[Presentation] Landscape of IoT patterns2019
Author(s)
Hironori Washizaki, Nobukazu Yoshioka, Atsuo Hazeyama, Takehisa Kato, Haruhiko Kaiya, Shinpei Ogata, Takao Okubo, Eduardo B. Fernandez
Organizer
International Workshop on Software Engineering Research & Practices for the Internet of Things
Related Report
Int'l Joint Research
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[Presentation] Modelling and Analysing Resilient Cyber-Physical Systems2019
Author(s)
Amel Bennaceur, Carlo Ghezzi, Kenji Tei, Timo Kehrer, Danny Weyns, Radu Calinescu, Schahram Dustdar, Zhenjiang Hu, Shinishi Honiden, Fuyuki Ishikawa, Zhi Jin, Jeffrey Kramer, Marin Litoiu, Michele Loreti, Gabriel Moreno, Hausi Muller, Laura Nenzi, Bashar Nuseibeh, Liliana Pasquale, Wolfgang Reisig, et al.
Organizer
the 14th Symposium on Software Engineering for Adaptive and Self-Managing Systems (SEAMS2019)
Related Report
Int'l Joint Research
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[Presentation] Taxonomy and Literature Survey of Security Pattern Research2018
Author(s)
Hironori Washizaki, Tian Xia, Natsumi Kamata, Yoshiaki Fukazawa, Hideyuki Kanuka, Dan Yamamoto, Masayuki Yoshino, Takao Okubo, Shinpei Ogata, Haruhiko Kaiya, Takehisa Kato, Takafumi Tanaka, Atsuo Hazeyama, Nobukazu Yoshioka, G Priyalakshmi
Organizer
IEEE Conference on Application, Information and Network Security (AINS)
Related Report
Int'l Joint Research
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