Institute of Information Theory and Automation

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Compositional models for data mining

Agency: 
AV_GA
Identification Code: 
MOST-18-04
Start: 
2018-01-01
End: 
2019-12-31
Project Focus: 
teoretický
aplikační
Project Type (EU): 
other
Abstract: 
The goal of the project is to establish the research cooperation between the mutually complementary Taiwan and Czech research teams. The research is oriented to the development and verification of a new data mining technique based on probabilistic compositional models, the theory of which was developed by the Czech partner in the last decade. For this purpose, a new semi-supervised web application will be jointly designed and developed. This software system will enable researchers to design probabilistic models. Thanks to the web architecture of the system, the researchers will always have a possibility to supervise the data mining process from any place of the world. Thus, the cooperation will be beneficial to both partners in the following way: The Taiwan team will acquire a new modern technique of data mining, and the Czech team seizes the opportunity to promote compositional models on a broader international forum, and to prove its applicability to practical problems.

 

Ph.D. students

  • Martin Rod

Taiwan partner

Publications

  1.  Bína, Vladislav. An Efficient Way to Compose Distributions from Exponential Families. In: KRATOCHVÍL, Václav, VEJNAROVÁ, Jiřina (ed.). Proceedings of the 11th Workshop on Uncertainty Processing (WUPES'18). Třeboň, 6. 6. 2018 – 9. 6. 2018. Praha: MatfyzPress, Publishing House of the Faculty of Mathematics and Physics Charles University, 2018, p. 13–24. ISBN 978-80-7378-361-7.
  2. Jiroušek, Radim, Kratochvíl, Václav. Comparison of Shenoy´s Expectation Operator with Probabilistic Transforms and Perez´ Barycenter. In: KRATOCHVÍL, Václav, VEJNAROVÁ, Jiřina (ed.). Proceedings of the 11th Workshop on Uncertainty Processing (WUPES'18). Třeboň, 6. 6. 2018 – 9. 6. 2018. Praha: MatfyzPress, Publishing House of the Faculty of Mathematics and Physics Charles University, 2018, p. 87–95. ISBN 978-80-7378-361-7.
  3. Jiroušek, Radim, Kratochvíl, Václav, Lee Tzong-Ru. Compositional Models for Data-Mining: an Example. In: SUNG, Shao-Chin, VLACH, Milan (ed.). Proceedings of the 21st Czech-Japan Seminar on Data Analysis and Decision-Making. Kamakura, Japan, 23. 11. 2018 – 26. 11. 2018. Aoyama Gakuin University, Japan, 2018, p. 90–101.
  4. Kratochvíl, Václav, Jiroušek, Radim, Lee Tzong-Ru. Efficient implementation of compositional models for data mining. In: SUNG, Shao-Chin, VLACH, Milan (ed.). Proceedings of the 21st Czech-Japan Seminar on Data Analysis and Decision-Making. Kamakura, Japan, 23. 11. 2018 – 26. 11. 2018. Aoyama Gakuin University, Japan, 2018, p. 80–87.
  5. Tzong-Ru Lee, Ching-Yi Wang, Chun-Yu Chien, Radim Jirousek, Vladislav Bina, Vaclav Kratochvil, Lucie Vachova. Compositional Models for Agriculture Data. In: Proceedings of the International Agriculture Innovation Conference, IAIC 2018, Beijing, China, October 12, 2018 – October 13, 2018.

Publication under preparation

  1. Jiroušek, Radim, Kratochvíl, Václav, et al. Discrete Compositional Models for Data Mining. Draft of Part I: Theoretical Background. To be published in 2018. MatfyzPress, Publishing House of the Faculty of Mathematics and Physics Charles University

Lectures presented at local conferences without proceeding

  1. Tzong-Ru Lee,Yi-Ting Tseng,Lucie Vachova,2018 年 10 月 12 日至 2018 年 10 月 13 日,2018國際農業創新研討會(2018 International Agriculture Innovation Conference, IAIC),講授主題「Agriculture Purchasing Managers’ Index of Taiwan: The New Findings of the Case of Taiwanese Hog Industry」,中國北京
  2. Tzong-Ru Lee,Ching-Yi Wang,Chun-Yu Chien,Radim Jirousek,Vladislav Bina,Vaclav Kratochvil,Lucie Vachova,2018 年 10 月 12 日至 2018 年 10 月 13 日,2018國際農業創新研討會(2018 International Agriculture Innovation Conference, IAIC),講授主題「Compositional Models for Agriculture Data」,中國北京
  3. Tzong-Ru Lee,Yi-Ting Tseng,Vaclav Kratochvil,Kuo-Chang Fu,2018 年 10 月 12 日至 2018年 10 月 13 日,2018國際農業創新研討會(2018 International Agriculture Innovation Conference, IAIC),講授主題「Innovation without Technology: Dabbawala’s Lunchbox-delivery Case in India」,中國北京
  4. Tzong-Ru Lee,Chin-Yi Wang,Radim Jirousek,2018 年 10 月 12 日至 2018 年 10 月 13 日,2018國際農業創新研討會(2018 International Agriculture Innovation Conference, IAIC),講授主題「Collation of Cross-border Electronic Quarantine Information Management in Different Countries」,中國北京
Publications ÚTIA: 
list
2019-01-08 14:13