Rchr
J-GLOBAL ID:201101072679596818
Update date: Dec. 12, 2024
Yamaguti Yutaka
ヤマグチ ユタカ | Yamaguti Yutaka
Affiliation and department:
Job title:
Associate Professor
Homepage URL (1):
https://www.fit.ac.jp/~y-yamaguchi/
Research field (3):
Soft computing
, Basic brain sciences
, Biological, health, and medical informatics
Research keywords (9):
Generative Adversarial Networks
, Functional differentiation
, reservoir computing
, Deep Learning
, hippocampus
, self-organization
, Chaotic Itinerancy
, Neural Networks
, Chaos
Research theme for competitive and other funds (14):
- 2023 - 2026 情報流の最適化による機能分化と情報統合の実現
- 2020 - 2024 Theoretical and Empirical Study for Modulation and Integration Function of Context Information in Memory Networks
- 2020 - 2024 Chaotic dynamics in deep neural networks and its applications to information processing
- 2017 - 2023 脳領域/個体/集団間のインタラクション創発原理の解明と適用
- 2021 - 2023 非線形・複雑系に着目した認知症のロバストネス数理モデルとそのハブ因子の解明
- 2017 - 2021 A Mathematical Model for the Neuro-information Mechanisms of Complex Visual Hallucinations
- 2016 - 2019 computational role of neural synchronization
- 2015 - 2018 Integration between context and sensory information in learning and memory by using cross-frequency coupling
- 2016 - 2018 チューリング理論に基づく洗濯板状電食痕の形成メカニズム解明
- 2014 - 2016 Mathematical modeling for functional differentiation of neural networks
- 2015 - 2016 神経ネットワークにおける機能分化と機能的結合機構の解明
- 2011 - 2015 Interaction between local and global coding in learning and memory
- 2009 - 2014 Generation of information in dynamic brain and the role of chaotic itinerancy
- 2003 - 2005 電気的シナプスを含む神経場における動的細胞集成体形成の時空ダイナミクスと情報処理
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Papers (37):
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Shigetoshi Nara, Yutaka Yamaguti, Ichiro Tsuda. Review: Nicotinic acetylcholine receptors to regulate important brain activity-what occurs at the molecular level?. Cognitive Neurodynamics. 2024. 18. 3. 769-774
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Yuki Tanaka, Yutaka Yamaguti. Evaluating generation of chaotic time series by convolutional generative adversarial networks. JSIAM Letters. 2023. 15. 117-120
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Ichiro Tsuda, Hiroshi Watanabe, Hiromichi Tsukada, Yutaka Yamaguti. On the Nature of Functional Differentiation: The Role of Self-Organization with Constraints. Entropy. 2022. 24. 2. 240-240
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Yasuhiro Fukushima, Yutaka Yamaguti, Shigeru Kuroda, Takeshi Aihara, Ichiro Tsuda, Minoru Tsukada. Physiological properties of Cantor coding-like iterated function system in the hippocampal CA1 network. Cognitive Neurodynamics. 2021. 15. 4. 733-740
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Yutaka Yamaguti, Ichiro Tsuda. Functional differentiations in evolutionary reservoir computing networks. Chaos: An Interdisciplinary Journal of Nonlinear Science. 2021. 31. 1. 013137-013137
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MISC (1):
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山口裕. 目標設定手法OKRの研究室への導入. 福岡工業大学 FD Annual Report. 2022. 12. 22-31
Lectures and oral presentations (93):
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Formation of Functionally Differentiated Structure in Recurrent Neural Networks Through Mutual Information Learning
(9th International Conference on Cognitive Neurodynamics (ICCN 2024) 2024)
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Extracting Gene Expression Variations in Single-Cell RNA-Sequencing Data using Autoencoders and Mutual Information Maximizer
(9th International Conference on Cognitive Neurodynamics (ICCN 2024) 2024)
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Power Spectra Learning for Multiple Rhythm Generation in RNN
(9th International Conference on Cognitive Neurodynamics (ICCN 2024) 2024)
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Formation of functionally differentiated structure in recurrent neural networks through mutual information learning
(Japanese Neural Network Society 34th Annual Meeting (JNNS2024) 2024)
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Analysis of Neuronal Dynamics in Multiple Rhythm Generation using RNN
(Japanese Neural Network Society 34th Annual Meeting (JNNS2024) 2024)
more...
Education (3):
- 2003 - 2008 Hokkaidou University Graduate School of Science Department of Mathematics
- 2001 - 2003 Hokkaido University Graduate School of Engineering Division of system and information engineering
- 1997 - 2001 Hokkaido University Faculty of Engineering Department of Information Engineering
Professional career (1):
- Ph.D. (Science) (Hokkaido University)
Work history (4):
- 2024/04 - 現在 Fukuoka Institute of Technology Faculty of Information Engineering Engineering Department of Computer Science and Engineering Associate Professor
- 2015/04 - 2024/04 Fukuoka Institute of Technology Faculty of Information Engineering Assistant Professor
- 2008/04 - 2015/03 Hokkaido University Research Institute for Electronic Science Assistant Professor
- 2003/10 - 2006/03 日本学術振興会 特別研究員(DC1)
Committee career (1):
- 2022/05 - 現在 Cognitive Neurodynamics Editorial Board
Awards (8):
- 2024/03 - 日本応用数理学会応用カオス研究部会 上田睆亮賞
- 2022/10 - 福岡工業大学情報工学部 教育業績賞
- 2022/09 - 第21回情報科学技術フォーラム(2022) FIT奨励賞 CycleGANを利用した循環的変換による連続的画像生成
- 2022/09 - 日本応用数理学会応用カオス研究部会 第2回応用カオス研究部会賞(若手奨励賞) CycleGANの反復変換により生成される力学系軌道のカオス性
- 2022/09 - 日本応用数理学会応用カオス研究部会 第1回応用カオス研究部会賞(若手奨励賞) GANを用いたカオス時系列生成
- 2021/12 - 第20回情報科学技術フォーラム FIT論文賞 Hessian-Free法を用いたEcho State Networkの構造探索
- 2013/06 - The 4th Internathional Conference on Cognitive Neurodynamics (ICCN 2013) Best Poster Award 3rd place
- 2002/08 - 計測自動制御学会 The SICE Annual Conference Young Author's Award A Finalist
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Association Membership(s) (5):
日本神経回路学会
, The Japan Society for Industrial and Applied Mathematics
, The Institute of Electronics, Information and Communication Engineers
, 日本神経科学学会
, 日本物理学会
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