Chako Takahashi - My portal

Profile Information

Affiliation: 助教, 大学院工学研究科情報・知能工学系, 豊橋技術科学大学

Degree: 博士（情報科学）(Mar, 2020, 東北大学)

Researcher number: 60878297
researchmap Member ID: B000351291

Research Areas

Informatics / Soft computing /

Research History

Apr, 2020 - Present

Assistant Professor, Graduate School of Engineering Department of Computer Science and Engineering, Toyohashi University of Technology

Committee Memberships

Apr, 2021 - Mar, 2022

Program Committee, The 8th International Conference on Advanced Informatics: Concepts, Theory and Applications (ICAICTA 2021)
Apr, 2020 - Mar, 2021

Program Committee, The 7th International Conference on Advanced Informatics: Concepts, Theory and Applications (ICAICTA 2020)

Papers

Adaptive Thouless–Anderson–Palmer Equation for Higher-order Markov Random Fields

Chako Takahashi, Muneki Yasuda, Kazuyuki Tanaka

Journal of the Physical Society of Japan, 89(6) 064007, Jun 15, 2020 Peer-reviewed
Learning restricted Boltzmann machine via the adaptive Thouless-Anderson-Palmer mean-field approximation

IEICE Technical Report, 118(284) 105-110, Oct 29, 2018
Application of Adaptive Thouless-Anderson-Palmer Mean-Field Approximation to Statistical Machine Learning

Chako Takahashi, Muneki Yasuda

Proceedings of the Thirtieth RAMP Symposium, 157-170, Oct, 2018 Invited
Quantum annealing: next-generation computation and how to implement it when information is missing

Masayuki Ohzeki, Chako Takahashi, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka

Nonlinear Theory and Its Applications, IEICE, 9(4) 392-405, Oct, 2018 Peer-reviewed
Statistical-Mechanical Analysis of Compressed Sensing for Hamiltonian Estimation of Ising Spin Glass

Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka

Journal of the Physical Society of Japan, 87(7) 074001, Jul 15, 2018 Peer-reviewed
Perturbative Interpretation of Adaptive Thouless-Anderson-Palmer Free Energy

Muneki Yasuda, Chako Takahashi, Kazuyuki Tanaka

Journal of the Physical Society of Japan, 85(7) 075001, Jul 15, 2016 Peer-reviewed
Mean-Field Inference in Gaussian Restricted Boltzmann Machine

Chako Takahashi, Muneki Yasuda

Journal of the Physical Society of Japan, 85(3) 034001, Mar 15, 2016 Peer-reviewed

Books and Other Publications

量子コンピュータによる機械学習

Schuld, Maria, Petruccione, Francesco, 荒井, 俊太, 篠島, 匠人, 高橋, 茶子, 御手洗, 光祐, 山城, 悠, 大関, 真之

共立出版, Aug, 2020 (ISBN: 9784320124622)
Sparse Modeling: Theory, Algorithms, and Applications

(Role: Joint translator) (Original Author(s): Irina Rish, Genady Ya. Grabarnik)

Dec 27, 2019 (ISBN: 9784906768738)

Presentations

Statistical-mechanical analysis of restricted Boltzmann machine with transverse field

Chako Takahashi, Masayuki Ohzeki, Kazuyuki Tanaka

Adiabatic Quantum Computing Conference 2019 (AQC-19), Jun 24, 2019
適応 Thouless-Anderson-Palmer 近似による勾配法を用いた制限ボルツマンマシンの学習

高橋茶子, 安田宗樹, 田中和之

情報系 Winter Festa Episode 4, Dec 26, 2018
Learning restricted Boltzmann machine via the adaptive Thouless-Anderson-Palmer mean-field approximation

Chako Takahashi, Muneki Yasuda, Kazuyuki Tanaka

Statistical Physics of Disordered Systems and Its Applications (SPDSA2018), Nov 7, 2018
適応 Thouless-Anderson-Palmer 近似による勾配法を用いた制限ボルツマンマシンの学習

高橋茶子, 安田宗樹, 田中和之

第21回情報論的学習理論ワークショップ (IBIS2018) テクニカルトラック, Nov 5, 2018
統計的機械学習への発展的な平均場近似の応用

高橋茶子, 安田宗樹

第30回RAMPシンポジウム (RAMP2018), Oct 11, 2018 Invited
Statistical mechanical analysis of Hamiltonian estimation of Ising spin glass based on the framework of statistical query learning

Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka

Adiabatic Quantum Computing Conference 2018 (AQC-18), Jun 25, 2018
Statistical mechanical analysis of Hamiltonian estimation of Ising spin glass based on the framework of statistical query learning

Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka

Quantum Machine Learning & Biomimetic Quantum Technologies, Mar 19, 2018
Improved susceptibility propagation による適応 Thouless-Anderson-Palmer 方程式の導出

高橋茶子, 安田宗樹, 田中和之

情報処理学会第80回全国大会, Mar 14, 2018
圧縮センシングによるイジング相互作用の推定

高橋茶子, 大関真之, 岡田俊太郎, 寺部雅能, 田口慎一郎, 田中和之

日本物理学会2017年秋季大会, Sep 22, 2017
Statictical mechanics analysis of compressed sensing for Hamiltonian estimation of the Ising spin glass

Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, Kazuyuki Tanaka

International Meeting on “High-Dimensional Data Driven Science” (HD3-2017), Sep 12, 2017
深層ボルツマンマシンに対する高性能な平均場近似アルゴリズム

高橋茶子, 安田宗樹

情報処理学会第79回全国大会, Mar 16, 2017
Mean-field approach to Gaussian-Bernoulli restricted Boltzmann machine

Chako Takahashi, Muneki Yasuda

Workshop on Statistical Physics, Learning, Inference and Networks, Feb 27, 2017
Mean-field approach to Gaussian-Bernoulli restricted Boltzmann machine

Chako Takahashi, Muneki Yasuda

Dec 23, 2016
Inference and learning algorithms in Gaussian restricted Boltzmann machine based on mean-field approximations

Chako Takahashi, Muneki Yasuda

The 2nd International Workshop on Innovative Algorithms for Big Data 2016 (IABD2016), Oct 29, 2016
平均場近似を用いた Gaussian-Bernoulli restricted Boltzmann machine の推定アルゴリズム

高橋茶子, 安田宗樹

日本物理学会第71回年次大会, Mar 22, 2016
適応TAP近似を用いたガウス型制限ボルツマンマシンの学習

高橋茶子, 安田宗樹

情報処理学会第78回全国大会, Mar 10, 2016
Mean-Field Approximation for Gaussian-Bernoulli Restricted Boltzmann Machine

Chako Takahashi, Muneki Yasuda

International Meeting on “High-Dimensional Data Driven Science” (HD3-2015), Dec 16, 2015
Gaussian-Bernoulli restricted Boltzmann machine に対する平均場近似

高橋茶子, 安田宗樹

第14回情報科学技術フォーラム (FIT2015), Sep 17, 2015

Teaching Experience

Apr, 2021 - Sep, 2021

Basic Experiments in Computer Science and Engineering (Computer Basics II, III) (Toyohashi University of Technology)
Apr, 2021 - Sep, 2021

Basic Experiments in Computer Science and Engineering (Fundamentals of Inter-computer Data Communication) (Toyohashi University of Technology)
Apr, 2021 - Sep, 2021

Laboratory Experiments on Computer Science and Engineering (Microprocessor) (Toyohashi University of Technology)
Oct, 2020 - Mar, 2021

Laboratory Experiments on Computer Science and Engineering (Microprocessor) (Toyohashi University of Technology)

Professional Memberships

Dec, 2015 - Present

The Physical Society of Japan

Research Projects

統計力学的解析に基づく敵対的機械学習の理論基盤の確立

科学研究費助成事業若手研究, 若手研究, 日本学術振興会, Apr, 2021 - Mar, 2025

高橋茶子
統計力学的近似と解析に基づく量子機械学習の理論および実装法の構築

科学研究費助成事業研究活動スタート支援, 研究活動スタート支援, 日本学術振興会, Sep, 2020 - Mar, 2022

高橋茶子
統計力学的近似理論を用いた確率的深層学習アルゴリズムの開発

科学研究費助成事業特別研究員奨励費, 特別研究員奨励費, 日本学術振興会, Apr, 2017 - Mar, 2020

高橋茶子