design and evaluation of individual user adaptive recommender system based on awareness
Project/Area Number |
23500197
|
Research Category |
Grant-in-Aid for Scientific Research (C)
|
Allocation Type | Multi-year Fund |
Section | 一般 |
Research Field |
Intelligent informatics
|
Research Institution | Nara National College of Technology |
Principal Investigator |
|
Co-Investigator(Kenkyū-buntansha) |
TAKADAMA Keiki 電気通信大学, 大学院・情報理工学研究科, 教授 (20345367)
|
Project Period (FY) |
2011 – 2013
|
Project Status |
Completed (Fiscal Year 2013)
|
Budget Amount *help |
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
|
Keywords | 対話的推薦システム / 気づき支援 / 好みの明確化 / セレンディピティ / ヒューマンインタフェース / インタラクション / 対話的強化学習 / 機械学習 / 可視化 / 人工知能 / ユーザインタフェース / エージェント |
Research Abstract |
This research presented the awareness based interactive recommendation system to find out the true preferences of a user. We developed Round-trip Plan Recommendation System, and Preference Clarification Recommender System by Searching Items Beyond Category. In the former, we proposed the interactive recommendation method by grouping various plans, user-profiling and the preference estimation method. The proposed methods and its evaluations were published as international conference papers and book in chapter papers. In the latter case, we proposed the recommendation method which supports users to clarify the most appropriate preference by assisting both the preference concretization of users and the preference change of users. The proposed method and its evaluations were published as international conference papers and the JSAI journal paper.
|
Report
(4 results)
Research Products
(44 results)
-
-
-
-
-
-
-
-
-
-
-
[Presentation] Towards Understanding of Pareto Solutions in Multi-Dimensional Space via Interactive System2013
Author(s)
Takadama, K., Sawadaishi, Y., Harada, T., Ichikawa, Y., Sato, K., Hattori, K., Sato, H., and Yamaguchi, T.
Organizer
The 15th International Conference on Human-Computer Interaction (HCI International 2013)
Place of Presentation
ラスベガス(米国)
Related Report
-
-
[Presentation] Preference Clarification Recommender System by Searching Items Beyond Category2012
Author(s)
Takadama, K., Sato, F., Otani, M., Hattori, K., Sato, H., and Yamaguchi, T
Organizer
IADIS International Conference Interfaces and Human Computer Interaction (IHCI 2012)
Place of Presentation
Lisbon /Portugal
Year and Date
2012-07-21
Related Report
-
-
-
-
-
-
-
-
-
-
-
-
[Presentation] What Kinds of Human Negotiation Skill Can be Acquired by Changing Negotiation Order of Bargaining Agents?2011
Author(s)
Takadama, K., Otaki, A., Sato, K., Matsushima, H., Otani, M., Ichikawa, Y., Hattori, K., and Sato, H.
Organizer
The 14th International Conference on Human-Computer Interaction (HCI International 2011), Lecture Notes in Computer Science
Place of Presentation
Florida, USA
Related Report
-
-
-
-
-
-
-
[Presentation] Preference Clarification Recommender System by Searching Items Beyond Category
Author(s)
Takadama, K. Sato, F., Otani, M., Hattori, K., Sato, H., and Yamaguchi, T.
Organizer
the IADIS Interfaces and Human Computer Interaction 2012 Conference (IHCI 2012)
Place of Presentation
リスボン(ポルトガル)
Related Report
-
-
-
[Book] Visualizing mental learning processes with invisible mazes for continuous learning, in HIMI 2014, Part II, Lecture Notes in Computer Science (LNCS Vol.8522), Proc. of 16th International Conference, HCI International 2014 , S.Yamamoto (ed.)2014
Author(s)
Yamaguchi, T., Takemori, K., and Takadama, K
Publisher
Springer-Verlag
Related Report
-
-
-
-
-
[Book] Modeling a Human's Learning Processes to Support Continuous Learning on Human Computer Interaction, in Human Interface and the Management of Information. Information and Interaction Design, , Lecture Notes in Computer Science (LNAI Vol.8016), Proc. of 15th International Conference, HCI International 2013, , S.Yamamoto (ed.)2013
Author(s)
Takemori, K., Yamaguchi, T., Sasaji, K. and Takadama, K
Publisher
Springer-Verla
Related Report
-
-
-
[Book] ``Modeling a human's learning and mastery processes toward learning support system on human computer interaction'' in Human Interface and the Management of Information, The 15th International Conference on Human-Computer Interaction (HCI International 2013), Lecture Notes in Computer Science, Vol. 8016, pp. 555-5642013
Author(s)
Takemori, K., Yamaguchi, T., Sasaji, K., and Takadama, K.
Total Pages
665
Publisher
Springer-Verlag
Related Report
-
[Book] ``Towards Understanding of Pareto Solutions in Multi-Dimensional Space via Interactive System'' in Human Interface and the Management of Information, The 15th International Conference on Human-Computer Interaction (HCI International 2013), Lecture Notes in Computer Science, Vol. 8018, pp.137-1462013
Author(s)
Takadama, K., Sawadaishi, Y., Harada, T., Ichikawa, Y., Sato, K., Hattori, K., Sato, H., and Yamaguchi, T.
Total Pages
685
Publisher
Springer-Verlag
Related Report