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Fusion of Control/Quantum/Information Theories for Quantum Control Technology

Research Project

Project/Area Number 16H04382
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Control engineering/System engineering
Research InstitutionThe University of Tokyo

Principal Investigator

Tsumura Koji  東京大学, 大学院情報理工学系研究科, 准教授 (80241941)

Co-Investigator(Kenkyū-buntansha) 大木 健太郎  京都大学, 情報学研究科, 助教 (40639233)
田中 冬彦  大阪大学, 基礎工学研究科, 准教授 (90456161)
大関 真之  東北大学, 情報科学研究科, 准教授 (80447549)
Research Collaborator Hara Shinji  
Ohta Kaito  
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥14,690,000 (Direct Cost: ¥11,300,000、Indirect Cost: ¥3,390,000)
Fiscal Year 2018: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2017: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2016: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Keywords制御工学 / 量子制御 / 量子フィルタリング理論 / 量子統計 / 量子計算 / 量子アニーリング / 量子スムージング
Outline of Final Research Achievements

In this research, we aim to establish theories over three fields including control theory, quantum mechanics, and information theory by fusing quantum feedback (FB) control theory, quantum estimation, and quantum computation. In detail, we derived the following results; (I: control) quantum FB control of an optical cavity under measurement constraints, large-scale FB control with local measurement and operations, FB control of thermodynamics under limitation of channel capacity, (II: quantum estimation) generalization of quantum smoothing, projection measurements selection and performance estimation, non-informative prior of the quantum statistical model based on game theory, (III: quantum computation) new methods for quantum annealing and performance improvement by FB control, and deterministic quantum annealing EM algorithm.

Academic Significance and Societal Importance of the Research Achievements

フィードバック制御は対象・観測・制御則・操作から構成されるが,量子力学系の場合,各要素の定義・設定そのものの多様性と相互依存性により,全体との関係の中で各々重要な意味を持つ.本研究の諸結果は,学術的には,そのような各要素の意味について,あるいは各要素間の関係について答えるものであり,制御理論,量子力学,情報理論の各分野を有機的に融合するための基礎を与えるものと位置づけられる.また社会的意義として量子フィードバック制御の技術は,量子情報機器に高性能性とシステム誤差やノイズに対するロバストネスを与える効果があり,量子情報機器の発展に大いに貢献するものである.

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (82 results)

All 2019 2018 2017 2016

All Journal Article (19 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 17 results,  Open Access: 11 results) Presentation (57 results) (of which Int'l Joint Research: 34 results,  Invited: 8 results) Book (6 results)

  • [Journal Article] Phase Diagrams of One-Dimensional Ising and XY Models with Fully Connected Ferromagnetic and Anti-Ferromagnetic Quantum Fluctuations2019

    • Author(s)
      Okada Shuntaro、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 88 Issue: 2 Pages: 024802-024802

    • DOI

      10.7566/jpsj.88.024802

    • NAID

      210000135107

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Difference between Quantum Annealing by Imaginary-Time and Real-Time Schr?dinger Equations of Grover’s Search2019

    • Author(s)
      Okada Shuntaro、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 88 Issue: 2 Pages: 024803-024803

    • DOI

      10.7566/jpsj.88.024803

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improving solutions by embedding larger subproblems in a D-Wave quantum annealer2019

    • Author(s)
      Okada Shuntaro、Ohzeki Masayuki、Terabe Masayoshi、Taguchi Shinichiro
    • Journal Title

      Scientific Reports

      Volume: 9 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s41598-018-38388-4

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Dynamics of order parameters of nonstoquastic Hamiltonians in the adaptive quantum Monte Carlo method2019

    • Author(s)
      Arai Shunta、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Physical Review E

      Volume: 99 Issue: 3 Pages: 032120-032120

    • DOI

      10.1103/physreve.99.032120

    • NAID

      130008147801

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Overcomplete compact representation of two-particle Green's functions2018

    • Author(s)
      Shinaoka Hiroshi、Otsuki Junya、Haule Kristjan、Wallerberger Markus、Gull Emanuel、Yoshimi Kazuyoshi、Ohzeki Masayuki
    • Journal Title

      Physical Review B

      Volume: 97 Issue: 20

    • DOI

      10.1103/physrevb.97.205111

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Statistical-Mechanical Analysis of Compressed Sensing for Hamiltonian Estimation of Ising Spin Glass2018

    • Author(s)
      Takahashi Chako、Ohzeki Masayuki、Okada Shuntaro、Terabe Masayoshi、Taguchi Shinichiro、Tanaka Kazuyuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 7 Pages: 074001-074001

    • DOI

      10.7566/jpsj.87.074001

    • NAID

      210000134891

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 量子アニーリングによる組合せ最適化2018

    • Author(s)
      大関真之
    • Journal Title

      オペレーションズ・リサーチ

      Volume: 63 Pages: 326-334

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Optimization of neural networks via finite-value quantum fluctuations2018

    • Author(s)
      Ohzeki Masayuki、Okada Shuntaro、Terabe Masayoshi、Taguchi Shinichiro
    • Journal Title

      Scientific Reports

      Volume: 8 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s41598-018-28212-4

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Momentum-Space Renormalization Group Transformation in Bayesian Image Modeling by Gaussian Graphical Model2018

    • Author(s)
      Kazuyuki Tanaka, Masamichi Nakamura, Shun Kataoka, Masayuki Ohzeki, and Muneki Yasuda
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 8 Pages: 1-2

    • DOI

      10.7566/jpsj.87.085001

    • NAID

      210000134931

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Distributions of steady states in a network of degenerate optical parametric oscillators in solving combinatorial optimization problems2018

    • Author(s)
      Miyazaki Ryoji、Ohzeki Masayuki
    • Journal Title

      Physical Review A

      Volume: 98 Issue: 5 Pages: 053839-053839

    • DOI

      10.1103/physreva.98.053839

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 量子統計的決定理論の最近の進展2018

    • Author(s)
      田中冬彦, 山形浩一
    • Journal Title

      応用数理

      Volume: 印刷中

    • NAID

      130007491223

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Deep Neural Network Detects Quantum Phase Transition2018

    • Author(s)
      Arai Shunta、Ohzeki Masayuki、Tanaka Kazuyuki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 3 Pages: 033001-033001

    • DOI

      10.7566/jpsj.87.033001

    • NAID

      210000134716

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Quantum Speed Limit is Not Quantum2018

    • Author(s)
      Okuyama Manaka、Ohzeki Masayuki
    • Journal Title

      Physical Review Letters

      Volume: 120 Issue: 7 Pages: 1-5

    • DOI

      10.1103/physrevlett.120.070402

    • NAID

      130007647816

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonclassical state generation for linear quantum systems via nonlinear feedback control2017

    • Author(s)
      Ohki Kentaro、Tsumura Koji、Takeuchi Reiji
    • Journal Title

      Journal of Physics B: Atomic, Molecular and Optical Physics

      Volume: 50 Issue: 12 Pages: 125503-125503

    • DOI

      10.1088/1361-6455/aa721c

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 量子統計的決定理論に基いた射影測定の選択2017

    • Author(s)
      田中冬彦
    • Journal Title

      数理解析研究所講究録

      Volume: 2059 Pages: 39-77

    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Sparse modeling approach to analytical continuation of imaginary-time quantum Monte Carlo data2017

    • Author(s)
      Otsuki Junya、Ohzeki Masayuki、Shinaoka Hiroshi、Yoshimi Kazuyoshi
    • Journal Title

      Physical Review E

      Volume: 95 Issue: 6 Pages: 1-6

    • DOI

      10.1103/physreve.95.061302

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Compressing Green's function using intermediate representation between imaginary-time and real-frequency domains2017

    • Author(s)
      Shinaoka Hiroshi、Otsuki Junya、Ohzeki Masayuki、Yoshimi Kazuyoshi
    • Journal Title

      Physical Review B

      Volume: 96 Issue: 3 Pages: 1-8

    • DOI

      10.1103/physrevb.96.035147

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Quantum Monte Carlo simulation of a particular class of non-stoquastic Hamiltonians in quantum annealing2017

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Scientific Reports

      Volume: 7 Issue: 1 Pages: 41186-41186

    • DOI

      10.1038/srep41186

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Statistical mechanical models of the integer factorization problem2016

    • Author(s)
      Chihiro H. Nakajima and Masayuki Ohzeki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 86 Issue: 1 Pages: 014001-014001

    • DOI

      10.7566/jpsj.86.014001

    • NAID

      40021057631

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] フィードバック制御による量子アニーリング計算精度の向上に向けて2019

    • Author(s)
      大木 健太郎
    • Organizer
      第6回 制御部門マルチシンポジウム (MSCS2019)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Noninformative prior of the quantum statistical model in the qubit system2019

    • Author(s)
      TANAKA Fuyuhiko
    • Organizer
      APS March meeting
    • Related Report
      2018 Annual Research Report
  • [Presentation] Optimization of Industrial Problems2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      SIAM Conference on Computational Science and Engineering (CSE19)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] New method for solving constraints2019

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Qubits Europe 2019
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Second Law of Controlled Linear Stochastic Thermodynamic Systems under Communication Constraints2018

    • Author(s)
      Yin Songhao, Tsumura Koji
    • Organizer
      57th IEEE Conference on Decision and Control (CDC)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A study of minimax LEQG control with constant-constrained Renyi divergence2018

    • Author(s)
      Nobuya Kamo, Kentaro Ohki
    • Organizer
      The 50th ISCIE International Symposium on Stochastic Systems Theory and Its Applications (SSS '18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum smoother for open quantum systems driven by quantum jump-diffusion processes2018

    • Author(s)
      Kentaro Ohki
    • Organizer
      The 50th ISCIE International Symposium on Stochastic Systems Theory and Its Applications (SSS '18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] グラディエント・フローを用いた正四面体の展開図作成法の検討2018

    • Author(s)
      加茂 暢也, 大木 健太郎
    • Organizer
      第62回システム制御情報学会研究発表講演会 (SCI’18)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 確率ネットワーク化システムにおける移動エントロピーの解析とネットワーク推定問題への応用2018

    • Author(s)
      村上 正和, 大木 健太郎
    • Organizer
      第62回システム制御情報学会研究発表講演会 (SCI’18)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 量子系におけるネットワーク化制御とその応用2018

    • Author(s)
      大木 健太郎
    • Organizer
      第62回システム制御情報学会研究発表講演会 (SCI’18)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 量子ビット系における無情報事前分布と最適施設配置問題2018

    • Author(s)
      田中冬彦
    • Organizer
      2018年度統計関連学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] T-QARD: activity on quantum computing for evacuation from Tsunami2018

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Qubits Europe 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum annealing and its application by an initiative from Tohoku University (Video Presentation)2018

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      INS (International Conference on Nanoelectronics Strategy)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Adversarial generative network - new generation of image generation2018

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      ISMRM Annal Meeting 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Improving time resolution in the imaging of metabolic dynamics using Compressed Sensing from 2D Heteronuclear Multiple Quantum Coherence2018

    • Author(s)
      Utako Yamamoto, Hirohiko Imai, Kei Sano, Masayuki Ohzeki, Tetsuya Matsuda, Toshiyuki Tanaka
    • Organizer
      ISMRM Annal Meeting 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Traffic Data Reconstruction using D-Wave Machine2018

    • Author(s)
      Masamichi J. Miyama, Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Traveling around Dream and Magical Lands with D-Wave Quantum Annealer2018

    • Author(s)
      Kazuki Ikeda, Yuma Nakamura, Masamichi J. Miyama, Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fast algorithm to embed bigger subproblem for exploiting the potential of D-Wave machine as the part of an iterative solver2018

    • Author(s)
      Shuntaro Okada, Masayuki Ohzeki, Shu Tanaka, Masayoshi Terabe, Shinichiro Taguch
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Acceleration of adaptive quantum Monte Carlo Sampling for a class of non-stoquastic Hamiltonian by using D-Wave 2000Q2018

    • Author(s)
      Shunta Arai, Shuntaro Okada, Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Classical speed limit applied to imaginary-time Grover problem2018

    • Author(s)
      Manaka Okuyama, Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Neural Network detects quantum phase transition in D-Wave 2000Q2018

    • Author(s)
      Shunta Arai, Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Ferromagnetic fluctuations cause the first-order phase transition in 1D ferromagnetic Ising model2018

    • Author(s)
      Shuntaro Okada, Masayuki Ohzeki, Shunta Arai and Kazuyuki Tanaka
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical mechanical analysis of Hamiltonian estimation of Ising spin glass based on the framework of statistical query learning2018

    • Author(s)
      Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, Kazuyuki Tanaka
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Verifying potential of the coherent Ising machines2018

    • Author(s)
      Ryoji Miyazaki, Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum Clustering by D-Wave machine - Assessment, Application, Implementation2018

    • Author(s)
      Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi
    • Organizer
      Adiabatic Quantum Computing Conference2018 (AQC18)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] "Tohoku university Quantum Annealing Research and Development for creating new era 新時代を拓く東北大学の量子アニーリング研究開発"2018

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      "Canada-Japan Quantum computing conference 日加量子計算機&暗号シンポジウム"
    • Related Report
      2018 Annual Research Report
  • [Presentation] キネシン時系列データのベイズパラメータ推定手法の提案2018

    • Author(s)
      木 俊幸, 大関 真之, 岡田 康志, 徳田 悟
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 静的近似を用いない量子系の平均場模型の分配関数の厳密解2018

    • Author(s)
      奥山 真佳, 大関 真之
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] コヒーレントイジングマシンの定常状態2018

    • Author(s)
      宮崎 涼二, 大関 真之
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 縮約密度行列を用いた量子ボルツマンマシン2018

    • Author(s)
      世永 公輝, 大関 真之
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] D-Waveマシンにおける量子相転移の解析2018

    • Author(s)
      荒井 俊太, 大関 真之, 田中 和之
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 温度グリーン関数の圧縮基底:数値計算ライブラリと応用例の紹介2018

    • Author(s)
      品岡 寛, 近野 直也, 吉見 一慶, 大槻 純也, 大関 真之
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] T-QARD and DENSO: a great collaboration for optimization in factory2018

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Qubits North America 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Second Law of Controlled Linear Stochastic Thermodynamic Systems over a Noiseless Digital Channel2018

    • Author(s)
      S. Yin and K. Tsumura
    • Organizer
      The 5th Multi-symposium on Control Systems: MSCS2018
    • Related Report
      2017 Annual Research Report
  • [Presentation] ポワソン型観測過程に基づく量子スムージング2018

    • Author(s)
      大木健太郎
    • Organizer
      第5回 計測自動制御学会 制御部門マルチシンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] Twirling Projective Measurements in Quantum Estimation2018

    • Author(s)
      Fuyuhiko Tanaka
    • Organizer
      American Physical Society March Meeting
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Quantum annealing for deep neural network2018

    • Author(s)
      Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichiro Taguchi
    • Organizer
      Quantum Machine Learning & Biomimetic Quantum Technologies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Exponential Acceleration of Grover’s Search by Imaginary-Time Quantum Annealing2018

    • Author(s)
      Shuntaro Okada, Masayuki Ohzeki
    • Organizer
      Quantum Machine Learning & Biomimetic Quantum Technologies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The application of D-wave 2000Q to detect quantum phase transition by deep neural network2018

    • Author(s)
      Shunta Arai, Masayuki Ohzeki, Kazuyuki Tanaka
    • Organizer
      Quantum Machine Learning & Biomimetic Quantum Technologies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical mechanical analysis of Hamiltonian estimation of Ising spin glass based on the framework of statistical query learning2018

    • Author(s)
      Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, Kazuyuki Tanaka
    • Organizer
      Quantum Machine Learning & Biomimetic Quantum Technologies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 移動情報量を用いたネットワーク推定問題の検討2017

    • Author(s)
      村上正和,大木健太郎
    • Organizer
      第60回自動制御連合講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 量子統計的決定理論における量子測定の漸近的許容性2017

    • Author(s)
      田中冬彦
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 量子系で役立つ統計学を創る2017

    • Author(s)
      田中冬彦
    • Organizer
      数学と諸分野の連携を通した知の創造
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Sparse modeling: how to solve the ill-posed problem2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Machine Learning and Many-Body Physics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Sparse modeling: a revolution on various measurements2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Data Science Summer School
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Machine Learning: Introduction and Applications to Monitoring2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      2017 Asia-Pacific-Euro Summer School on Smart Structures Technology(APESS)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantum Annealing - a new paradigm for machine learning and computation2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      7th Summer School on Semiconductor/Superconducting Quantum Coherence Effect and Quantum Information
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Sparse modeling for quantum Monte-Carlo simulation2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      International Meeting on “High-Dimensional Data-Driven Science” (HD3-2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 量子アニーリングの高速化に向けた断熱定理の再考2017

    • Author(s)
      岡田俊太郎, 田中宗, 大関真之, 寺部雅能, 田口慎一郎
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Distributed Feedback Control of Quantum Networks2016

    • Author(s)
      Reiji Takeuchi, Koji Tsumura
    • Organizer
      6th IFAC Workshop on Distributed Estimation and Control in Networked Systems NECSYS 2016
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Relaxation of the EM Algorithm via Quantum Annealing2016

    • Author(s)
      Hideyuki Miyahara, Koji Tsumura
    • Organizer
      2016 American Control Conference (ACC)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Relaxation of the EM Algorithm via Quantum Annealing for Gaussian Mixture Models2016

    • Author(s)
      Hideyuki Miyahara, Koji Tsumura, Yuki Sughiyama
    • Organizer
      55th IEEE Conference on Decision and Control (CDC)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 量子統計的決定理論の新たなフレームワーク2016

    • Author(s)
      田中冬彦
    • Organizer
      2016年度統計関連学会連合大会
    • Related Report
      2016 Annual Research Report
  • [Presentation] 量子統計的決定理論に基いた射影測定の選択2016

    • Author(s)
      田中冬彦
    • Organizer
      数理解析研究所 研究集会 量子システム推定の数理
    • Related Report
      2016 Annual Research Report
  • [Presentation] Avoiding negative sign problem in simulation of quantum annealing2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Adiabatic Quantum Computing Conference 2016 (AQC2016)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 量子アニーリングにおける負符号問題の解消と応用2016

    • Author(s)
      大関真之
    • Organizer
      日本物理学会2016年秋季大会
    • Related Report
      2016 Annual Research Report
  • [Presentation] 詳細釣り合いの破れを利用したXYマシンの緩和の加速2016

    • Author(s)
      一木輝久, 大関真之, 大木健太郎
    • Organizer
      日本物理学会2016年秋季大会
    • Related Report
      2016 Annual Research Report
  • [Book] 量子アニーリングの基礎2018

    • Author(s)
      西森 秀稔、大関 真之、須藤 彰三、岡 真
    • Total Pages
      160
    • Publisher
      共立出版
    • ISBN
      9784320035386
    • Related Report
      2018 Annual Research Report
  • [Book] 画像処理の統計モデリング2018

    • Author(s)
      片岡 駿、大関 真之、安田 宗樹、田中 和之、照井 伸彦、小谷 元子、赤間 陽二、花輪 公雄
    • Total Pages
      264
    • Publisher
      共立出版
    • ISBN
      9784320111233
    • Related Report
      2018 Annual Research Report
  • [Book] ベイズ推定入門2018

    • Author(s)
      大関真之
    • Total Pages
      192
    • Publisher
      株式会社オーム社
    • ISBN
      9784274221392
    • Related Report
      2017 Annual Research Report
  • [Book] 先生、それって「量子」の仕業ですか?2017

    • Author(s)
      大関 真之
    • Total Pages
      192
    • Publisher
      小学館
    • ISBN
      9784093885157
    • Related Report
      2016 Annual Research Report
  • [Book] 機械学習入門 ボルツマン機械学習から深層学習まで2016

    • Author(s)
      大関真之
    • Total Pages
      208
    • Publisher
      オーム社
    • ISBN
      9784274219986
    • Related Report
      2016 Annual Research Report
  • [Book] 量子コンピュータが人工知能を加速する2016

    • Author(s)
      西森 秀稔、大関 真之
    • Total Pages
      192
    • Publisher
      日経BP
    • ISBN
      9784822251895
    • Related Report
      2016 Annual Research Report

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Published: 2016-04-21   Modified: 2020-03-30  

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