Rchr
J-GLOBAL ID:201601010735093699
Update date: Nov. 14, 2024
Fujiwara Kantaro
フジワラ カンタロウ | Fujiwara Kantaro
Affiliation and department:
Job title:
Associate Professor
Other affiliations (2):
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The University of Tokyo
International Research Center for Neurointelligence
Associate Professor
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The University of Tokyo
The Graduate School of Information Science and Technology
Associate Professor
Homepage URL (1):
https://kaken.nii.ac.jp/d/r/00557704.ja.html
Research field (1):
Sensitivity (kansei) informatics
Research keywords (1):
Mathematical Engineering, Theoretical Neuroscience
Research theme for competitive and other funds (11):
- 2020 - 2025 Fundamentals and developments of brainmorphic computing hardware
- 2020 - 2025 複雑臓器制御系の数理的包括理解と超早期精密医療への挑戦
- 2021 - 2024 神経伝達物質の非線形ダイナミクスと脳疾患発症の数理構造
- 2019 - 2024 スパイキングネットによるエッジでのリアルタイム学習基盤
- 2019 - 2022 オンデマンド膵臓刺激による2型糖尿病のデジタルコントロールの数理
- 2015 - 2020 Establishing Theoretical Foundations for Mathematical Modeling of Pathological Biosystems and its Applications to Personalized Medicine
- 2016 - 2019 Constructing nonlinear dynamical analysis method for action potential shape
- 2015 - 2018 A mathematical study on artificial stimulation to pancreas in type 2 diabetes
- 2012 - 2015 Development of statistical analysis method using membrane potential data of single neuron
- 2008 - 2011 神経データにおける情報抽出のための統計解析手法の開発と数理モデル選択
- 2008 - 2010 神経データにおける情報抽出のための統計解析手法の開発と数理モデル選択
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Papers (82):
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Anubhav, Kantaro Fujiwara. Across Trials vs Subjects vs Contexts: A Multi-Reservoir Computing Approach for EEG Variations in Emotion Recognition. International Conference on Multimodel Interaction. 2024. 518-525
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Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka. Designing Network Topologies of Multiple Reservoir Echo State Networks: A Genetic Algorithm Based Approach. 2024 International Joint Conference on Neural Networks (IJCNN). 2024. 148. 1-9
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Shuhan Zheng, Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka. Diffusion model for relational inference. CoRR. 2024. abs/2401.16755
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Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka. Dynamical Graph Echo State Networks with Snapshot Merging for Dissemination Process Classification. Lecture Notes in Computer Science. 2023. abs/2307.01237
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Taiki Yamada, Kantaro Fujiwara. Topological Inference of State Space as Effective Goal of Dynamics Learning. Proceedings of the 2023 International Symposium on Nonlinear Theory and its Applications. 2023
more...
MISC (109):
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田村浩人, 藤原寛太郎, 合原一幸, 田中剛平. リザバー状態のマハラノビス距離を用いた高効率時系列分類. 日本神経回路学会全国大会講演論文集. 2023
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Ziqiang Li, Kantaro Fujiwara, Gouhei Tanaka. Identity Recognition with Bidirectional Echo State Networks from Continuous Blood Pressure Data. 日本神経回路学会全国大会講演論文集. 2023
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藤原寛太郎. 未病データベースの基礎設計. 生体の科学. 2023. 74. 2. 158-162
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野村亮太, 藤原寛太郎, 池口徹. カオス応答を示すIzhikevichニューロンの発火率を用いた共通入力の再構成. 電子情報通信学会 技術研究報告. 2022. 122. 280. 91-96
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Hiroto Tamura, Gouhei Tanaka, Kantaro Fujiwara. Memory Saving Time Series Anomaly Detection Using Mahalanobis Distance of Reservoir States. Neuro2022. 2022. 2O09a1-02
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Books (2):
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理工系の基礎 情報工学 第IV部 インテリジェントシステム 第13章 脳情報を読み取るための数理
丸善出版 2018
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社会を変える驚きの数学 第3章 数学がかなえる未来 神経の統計学
ウェッジ選書 2008
Lectures and oral presentations (121):
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Dynamical Graph Echo State Networks with Snapshot Merging for Dissemination Process Classification
(International Conference on Neural Information Processing (ICONIP2023) 2023)
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Topological Inference of State Space as Effective Goal of Dynamics Learning
(International Symposium on Nonlinear Theory and its Application 2023)
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An Echo State Network-Based Method for Identity Recognition with Continuous Blood Pressure Data
(International Conference on Artificial Neural Networks 2023)
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リザバー状態のマハラノビス距離を用いた高効率時系列分類
(日本神経回路学会 2023)
-
Identity Recognition with Bidirectional Echo State Networks from Continuous Blood Pressure Data
(日本神経回路学会 2023)
more...
Professional career (1):
- Ph.D (Information Science and Technology) (The University of Tokyo)
Work history (5):
- 2018 - 現在 The University of Tokyo
- 2014 - 2018 Tokyo University of Science Faculty of Engineering
- 2011 - 2014 Saitama University
- 2010 - 2011 ケンブリッジ大学博士研究員
- 2008 - 2011 日本学術振興会 特別研究員(PD)
Awards (2):
- 2014/12/03 - 電子情報通信学会非線形問題研究会発表奨励賞
- 2010 - Daiwa Adrian Prize
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