2010 - 2012 Establishment of Statistical Estimation Principle for Super HighDimensional Data and Its Application to Large Scale Data Mining
2010 - 2012 離散構造を利用した超高次元データ解析法とその応用
2008 - 2009 大規模データのための変化検出アルゴリズムとその計算アーキテクチャ
2007 - 2009 Development of Causal Structure Mining Method for Large Scale Dimensional Data and Construction of Gene Function Knowledge Base
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Papers (112):
K. Fujii, K. Tsutsui, A. Scott, H. Nakahara, N. Takeishi, Y. Kawahara. Adaptive action supervision in reinforcement learning from real-world multi-agent demonstrations. Proceedings of the 16th Int'l Conf. on Agents and Artificial Intelligence (ICAART'24). 2024. 2. 27-39
K. Fujii, N. Takeishi, Y. Kawahara, K. Takeda. Decentralized Policy Learning with Partial Observation and Mechanical Constraints for Multi-person Modeling Learning Systems. Neural Networks. 2024. 171. 40-52
Keisuke Fujii, Koh Takeuchi, Atsushi Kuribayashi, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda. Estimating Counterfactual Treatment Outcomes Over Time in Complex Multiagent Scenarios. IEEE Transactions on Neural Networks and Learning Systems. 2024. (accepted)
Jingjing Bai, Yoshinobu Kawahara. MANet: Mixed Attention Network for Visual Explanation. New Generation Computing. 2024. (accepted)
H. Endo, S. Ikeda, K. Harada, H. Yamagata, T. Matsubara, K. Matsuo, Y. Kawahara, O. Yamashita. Manifold alteration between major depressive disorder and healthy control subjects using dynamic mode decomposition in resting-state fMRI data. Frontiers in Psychiatry. 2024. 15. 1288808
2020/12 - Best Paper Award 「Dynamic mode decomposition in vector-valued reproducing kernel Hilbert spaces for extracting dynamical structure among observables」 (Neural Networks, Volume 117 (2019) Pages 94-103)
2020/07 - The Japanese Society of Microscopy Award for Scientific Paper (Fundamentals) in 2020 「Highly biocompatible super-resolution fluorescence imaging using the fast photo switching fluorescent protein Kohinoor and SP0D-ExPAN with Lp-regularized image reconstruction」(Microscopy, Vol.67, No.2, pp.89-98, 2018)
2020/04 - Ministry of Education, Culture, Sports, Science and Technology The Young Scientists’ Prize, The Commendation for Science and Technology by the Minister of Education, Culture, Sports, Science and Technology
2019/07 - IJCNN 2019 Best Student Paper Award 「Learning with coherence patters in multivariate time-series data via dynamic mode decomposition」