Chako
Takahashi

Research


Research Interests

Papers

  1. Chako Takahashi, Muneki Yasuda and Kazuyuki Tanaka: Adaptive Thouless-Anderson-Palmer equation for higher-order Markov random fields, Journal of the Physical Society of Japan, Vol. 89, No. 6, Article No. 064007, pp. 1 – 9, June 2020.
  2. Masayuki Ohzeki, Chako Takahashi, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi and Kazuyuki Tanaka: Quantum annealing: next-generation computation and how to implement it when information is missing, Nonlinear Theory and Its Applications, IEICE, Vol. 9, No. 4, pp. 392 – 405, October 2018.
  3. Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi, and Kazuyuki Tanaka: Statistical-Mechanical Analysis of Compressed Sensing for Hamiltonian Estimation of Ising Spin Glass, Journal of the Physical Society of Japan, Vol. 87, No. 7, Article No. 074001, pp. 1 – 7, June 2018.
  4. Muneki Yasuda, Chako Takahashi, and Kazuyuki Tanaka: Perturbative Interpretation of Adaptive Thouless-Anderson-Palmer Free Energy, Journal of the Physical Society of Japan, Vol. 85, No. 7, Article No. 075001, pp. 1 – 2, July 2016.
  5. Chako Takahashi and Muneki Yasuda: Mean-Field Inference in Gaussian Restricted Boltzmann machine, Journal of the Physical Society of Japan, Vol. 85, No. 3, Article No. 034001, pp. 1 – 6, February 2016.

International Conferences

  1. Chako Takahashi, Masayuki Ohzeki and Kazuyuki Tanaka: Statistical-mechanical analysis of restricted Boltzmann machine with transverse field, Adiabatic Quantum Computing Conference 2019 (AQC-19), Universität Innsbruck, Innsbruck, Austria, June 24 – 28, 2019.
  2. Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, and Kazuyuki Tanaka: Statistical Mechanical Analysis of Hamiltonian Estimation of Ising Spin Glass Based on the Framework of Statistical Query Learning, Adiabatic Quantum Computing Conference 2018 (AQC-18), NASA Conference Center, California, USA, June 25 – 28, 2018.
  3. Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, and Kazuyuki Tanaka: Statistical Mechanical Analysis of Hamiltonian Estimation of Ising Spin Glass Based on the Framework of Statistical Query Learning, Quantum Machine Learning & Biomimetic Quantum Technologies, University of the Basque Country, Leioa, Spain, March 19 – 23, 2018.
  4. Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, and Kazuyuki Tanaka: Statictical Mechanics Analysis of Compressed Sensing for Hamiltonian Estimation of the Ising Spin Glass, International Meeting on “High-Dimensional Data Driven Science” (HD3-2017), No.8, Mielparque Kyoto, Kyoto, Japan, September 10 – 13, 2017.
  5. Chako Takahashi and Muneki Yasuda: Mean-Field Approach to Gaussian-Bernoulli Restricted Boltzmann Machine, “Workshop on Statistical Physics, Learning, Inference and Networks”, No.12, École de Physique des Houches, Les Houches, France, February 26 – March 3, 2017.
  6. Chako Takahashi and Muneki Yasuda: Inference and Learning Algorithms in Gaussian Restricted Boltzmann Machine Based on Mean-Field Approximations, The 2nd International Workshop on Innovative Algorithms for Big Data 2016 (IABD2016), Kansai University, Osaka, Japan, October 29, 2016.
  7. Chako Takahashi and Muneki Yasuda: Mean-Field Approximation for Gaussian-Bernoulli Restricted Boltzmann Machine, International Meeting on “High-Dimensional Data Driven Science” (HD3-2015), No.31, Mielparque Kyoto, Kyoto, Japan, December 14 – 17, 2015.

Domestic Conferences

  1. Chako Takahashi, Muneki Yasuda, and Kazuyuki Tanaka: Learning restricted Boltzmann machine via the adaptive Thouless-Anderson-Palmer mean-field approximation, The 21st Information-Based Induction Sciences Workshop, KADERU2.7 (Sapporo, Hokkaido), November 2018.
  2. Chako Takahashi, Muneki Yasuda, and Kazuyuki Tanaka: Derivation of Adaptive Thouless-Anderson-Palmer Equation via Improved Susceptibility Propagation, The 80th National Convention of IPSJ, 6A-05, Waseda University, March 2018.
  3. Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, and Kazuyuki Tanaka: Compressed Sensing for Interaction Estimation in Ising Model, The Autumn Meeting of JPS, 22pK10-6, Iwate University, September 2017.
  4. Chako Takahashi and Muneki Yasuda: Better Mean-Field Algorithm for Deep Boltzmann Machine, The 79th National Convention of IPSJ, 5J-04, Nagoya University, March 2017.
  5. Chako Takahashi and Muneki Yasuda: Mean-Field Approach to Gaussian-Bernoulli Restricted Boltzmann Machine, Winter Festa of Information Episode 2, No.26, Hitotsubashi Hall, December 2016.
  6. Chako Takahashi and Muneki Yasuda: Learning Algorithm for Gaussian Restricted Boltzmann Machine using Adaptive TAP Mean-Field Approximation, The 78th National Convention of IPSJ, 2K-02, Keio University, March 2016.
  7. Chako Takahashi and Muneki Yasuda: Inference Algorithm for Gaussian-Bernoulli Restricted Boltzmann Machine using Mean-Field Approximation, The 71th Annual Meeting of JPS, 22aBT-10, Tohoku Gakuin University, March 2016.
  8. Chako Takahashi and Muneki Yasuda: Mean-Field Approximation for Gaussian-Bernoulli Restricted Boltzmann Machine, The 14th Forum on Information Technology, F-024, Ehime University, September 2015.