Nitta Tohru 新田徹

… Alternative Names

NITTA Tohru 新田徹

新田徹ニッタトオル

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Researcher Number	20357726
Other IDs
Affiliation (Current)	2025: 東京女子大学, 現代教養学部, 教授
Affiliation (based on the past Project Information) *help	2021 – 2022: 立教大学, 人工知能科学研究科, 特任教授 2020: 国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 主任研究員 2017 – 2019: 国立研究開発法人産業技術総合研究所, 情報・人間工学領域, 上級主任研究員 2016: 国立研究開発法人産業技術総合研究所, 人間情報研究部門, 上級主任研究員 2004: 独立行政法人産業技術総合研究所, 脳神経情報研究部門, 主任研究員 2003: 独立行政法人産業技術総合研究所, 脳神経情報部門, 主任研究員 2002: 独立行政法人産業技術総合研究所, 脳神経情報研究部門, 主任研究員
Review Section/Research Field	Principal Investigator Soft computing Except Principal Investigator Intelligent informatics
Keywords	Principal Investigator アルゴリズム / ソフトコンピューティング / 機械学習 / 人工知能 / 学習 / 危点 / ディープラーニング / 深層学習 / 特異点 / ニューラルネットワーク … More Except Principal Investigator … More クラスタリング / 順序構造 / 組合せ構造 / 組み合わせ構造 / 特異点 / マルコフチェーンモンテカルロ / グラフィカルモデル / 複素ニューラルネット / 情報幾何 / 学習理論 / 確率モデル Less

Resolution of singularities in neural networksPrincipal Investigator
- Principal Investigator
  
  NITTA Tohru
- Project Period (FY)
  2016 – 2022
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Research Field
  
  Soft computing
- Research Institution
  Rikkyo University
  National Institute of Advanced Industrial Science and Technology
組み合せ構造を持つ確率モデル構築のための学習理論
- Principal Investigator
  
  高畠一哉
- Project Period (FY)
  2002 – 2004
- Research Category
  
  Grant-in-Aid for Exploratory Research
- Research Field
  
  Intelligent informatics
- Research Institution
  National Institute of Advanced Industrial Science and Technology

All 2023 2022 2021 2020 2019 2018 2017 2016 2004

All Journal Article Presentation

[Journal Article] Proposal of fully augmented complex-valued neural networks2023
- Author(s)
  Nitta Tohru
- Journal Title
  
  NOLTA
  
  Volume: 14 Issue: 2 Pages: 175-192
- DOI
  10.1587/nolta.14.175
- ISSN
  2185-4106
- Language
  English
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16K00347
[Journal Article] Hypercomplex Widely Linear Estimation Through the Lens of Underpinning Geometry2019
- Author(s)
  Tohru Nitta, Masaki Kobayashi, Danilo P. Mandic
- Journal Title
  
  IEEE Transactions on Signal Processing
  
  Volume: 67 Issue: 15 Pages: 3985-3994
- DOI
  10.1109/tsp.2019.2922151
- Peer Reviewed / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Journal Article] Hyperbolic Gradient Operator and Hyperbolic Back-Propagation Learning Algorithms2018
- Author(s)
  Nitta Tohru、Kuroe Yasuaki
- Journal Title
  
  IEEE Transactions on Neural Networks and Learning Systems
  
  Volume: 29 Issue: 5 Pages: 1689-1702
- DOI
  10.1109/tnnls.2017.2677446
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-16K00347, KAKENHI-PROJECT-18K11483
[Journal Article] Resolution of Singularities via Deep Complex-Valued Neural Networks2018
- Author(s)
  Nitta Tohru
- Journal Title
  
  Mathematical Methods in the Applied Sciences
  
  Volume: 41 Issue: 11 Pages: 4170-4178
- DOI
  10.1002/mma.4434
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-16K00347
[Journal Article] Resolution of Singularities Introduced by Hierarchical Structure in Deep Neural Networks2017
- Author(s)
  新田徹
- Journal Title
  
  IEEE Trans. Neural Networks and Learning Systems
  
  Volume: 印刷中 Issue: 10 Pages: 2282-2293
- DOI
  10.1109/tnnls.2016.2580741
- Peer Reviewed / Acknowledgement Compliant
- Data Source
  KAKENHI-PROJECT-16K00347
[Journal Article] Reducibility of the complex-valued neural network2004
- Author(s)
  T.Nitta
- Journal Title
  
  Neural information processing - letters and reviews Vol.2,No.4
  
  Pages: 53-66
- Data Source
  KAKENHI-PROJECT-14658106
[Presentation] Sequential Learning on sEMGs in Short- and Long-term Situations via Self-Training Semi-Supervised Support Vector Machine2022
- Author(s)
  Y. Okawa, S. Kanoga, T. Hoshino and T. Nitta
- Organizer
  Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC2022), Glasgow, UK, July 11-15, pp.3232-3235
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] Fully Augmented Complex-Valued Neural Networks2022
- Author(s)
  T. Nitta
- Organizer
  Proceedings of the 2022 International Symposium on Nonlinear Theory and its Applications (NOLTA2022) (Full-Online), Dec. 12-15, pp.248-251
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 高次元ニューラルネットワーク2022
- Author(s)
  新田徹
- Organizer
  東京女子大学学会
- Invited
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 双対数を用いたニューラルネットワークとその学習特性2022
- Author(s)
  大河勇斗、新田徹
- Organizer
  東北大学電気通信研究所共同プロジェクト研究研究会：「高次元・時空間ニューロダイナミクスとそれに基づくシステム構築への展開」
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] Learning Properties of Feedforward Neural Networks Using Dual Numbers2021
- Author(s)
  Yuto Okawa, Tohru Nitta
- Organizer
  13th Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 直交変数可換四元数ニューロンの基本構造2021
- Author(s)
  新田徹，Hui Hu GAN
- Organizer
  東北大学電気通信研究所共同プロジェクト研究研究会：「高次元ニューロダイナミクスとそのニューロハードウェア構築への展開」
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] Fundamental Structure of Orthogonal Variable Commutative Quaternion Neurons2020
- Author(s)
  Tohru Nitta, Hui Hu GAN
- Organizer
  Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems, SCIS & ISIS2020
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 双曲勾配オペレータと階層型双曲ニューラルネットワーク2019
- Author(s)
  新田徹
- Organizer
  福岡大学情報数理セミナー
- Invited
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] On the Equivalence between Hypercomplex Widely Linear Estimation and its Real Vector Counterpart2018
- Author(s)
  新田徹、小林正樹、Danilo, P. Mandic
- Organizer
  東北大学電気通信研究所共同プロジェクト研究研究会「高次元ニューロダイナミクスとそのニューロハードウエア構築への展開」
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] Resolution of Singularities via Deep Complex-Valued Neural Networks2017
- Author(s)
  新田徹
- Organizer
  Empowering Novel Geometric Algebra for Graphics & Engineering Workshop
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 階層型双曲ニューラルネットワークの学習特性2017
- Author(s)
  新田徹、黒江康明
- Organizer
  東北大学電気通信研究所共同プロジェクト研究研究会「高次元ニューラルネットワークにおける情報表現の最適化」
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 深層複素ニューラルネットワークの学習特性2016
- Author(s)
  新田徹
- Organizer
  計測自動制御学会第９回コンピュテーショナル・インテリジェンス研究会
- Place of Presentation
  千葉大学（千葉県千葉市）
- Year and Date
  2016-07-08
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] On the Singularity in Deep Neural Networks2016
- Author(s)
  新田徹
- Organizer
  The 23rd International Conference on Neural Information Processing
- Place of Presentation
  京都大学（京都府京都市）
- Year and Date
  2016-10-16
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 深層複素ニューラルネットワークの学習特性2016
- Author(s)
  新田徹
- Organizer
  計測自動制御学会システム・情報部門学術講演会
- Place of Presentation
  滋賀県立体育館（滋賀県大津市）
- Year and Date
  2016-12-06
- Data Source
  KAKENHI-PROJECT-16K00347
[Presentation] 複素ニューラルネットワークによるTwo Spirals Problemの求解2016
- Author(s)
  新田徹
- Organizer
  東北大学電気通信研究所共同プロジェクト研究研究会「高次元ニューラルネットワークにおける情報表現の最適化」
- Place of Presentation
  東北大学電気通信研究所（宮城県仙台市）
- Data Source
  KAKENHI-PROJECT-16K00347

1. 高畠一哉 (10344128)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
2. 赤穂昭太郎 (40356340)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
3. 神嶌敏弘 (50356820)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
4. 西森康則 (00357724)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
5. 藤木淳 (10357907)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results

Nitta Tohru 新田 徹

NITTA Tohru 新田 徹

新田 徹 ニッタ トオル

Research Projects

Research Products

Co-Researchers

Resolution of singularities in neural networksPrincipal Investigator

Principal Investigator

Project Period (FY)

Research Category

Research Field

Research Institution

組み合せ構造を持つ確率モデル構築のための学習理論

Principal Investigator

Project Period (FY)

Research Category

Research Field

Research Institution

[Journal Article] Proposal of fully augmented complex-valued neural networks2023

Author(s)

Journal Title

DOI

ISSN

Language

Data Source

[Journal Article] Hypercomplex Widely Linear Estimation Through the Lens of Underpinning Geometry2019

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Hyperbolic Gradient Operator and Hyperbolic Back-Propagation Learning Algorithms2018

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Resolution of Singularities via Deep Complex-Valued Neural Networks2018

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Resolution of Singularities Introduced by Hierarchical Structure in Deep Neural Networks2017

Author(s)

Journal Title

DOI

Data Source

[Journal Article] Reducibility of the complex-valued neural network2004

Author(s)

Journal Title

Data Source

[Presentation] Sequential Learning on sEMGs in Short- and Long-term Situations via Self-Training Semi-Supervised Support Vector Machine2022

Author(s)

Organizer

Data Source

[Presentation] Fully Augmented Complex-Valued Neural Networks2022

Author(s)

Organizer

Data Source

[Presentation] 高次元ニューラルネットワーク2022

Author(s)

Organizer

Data Source

[Presentation] 双対数を用いたニューラルネットワークとその学習特性2022

Author(s)

Organizer

Data Source

[Presentation] Learning Properties of Feedforward Neural Networks Using Dual Numbers2021

Author(s)

Organizer

Data Source

[Presentation] 直交変数可換四元数ニューロンの基本構造2021

Author(s)

Organizer

Data Source

[Presentation] Fundamental Structure of Orthogonal Variable Commutative Quaternion Neurons2020

Author(s)

Organizer

Data Source

[Presentation] 双曲勾配オペレータと階層型双曲ニューラルネットワーク2019

Author(s)

Organizer

Nitta Tohru 新田徹

NITTA Tohru 新田徹

新田徹ニッタトオル