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Extraction of laws of nature by merging physical modeling and sparse modeling

Planned Research

Project AreaInitiative for High-Dimensional Data-Driven Science through Deepening of Sparse Modeling
Project/Area Number 25120010
Research Category

Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)

Allocation TypeSingle-year Grants
Review Section Complex systems
Research InstitutionThe University of Tokyo

Principal Investigator

Hukushima Koji  東京大学, 大学院総合文化研究科, 教授 (80282606)

Co-Investigator(Kenkyū-buntansha) 大森 敏明  神戸大学, 工学研究科, 准教授 (10391898)
Co-Investigator(Renkei-kenkyūsha) NAKANISHI Yoshinnori  東京大学, 大学院総合文化研究科, 助教 (00767296)
TODO Shinji  東京大学, 理学系研究科, 准教授 (10291337)
Project Period (FY) 2013-06-28 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥61,230,000 (Direct Cost: ¥47,100,000、Indirect Cost: ¥14,130,000)
Fiscal Year 2017: ¥13,260,000 (Direct Cost: ¥10,200,000、Indirect Cost: ¥3,060,000)
Fiscal Year 2016: ¥13,260,000 (Direct Cost: ¥10,200,000、Indirect Cost: ¥3,060,000)
Fiscal Year 2015: ¥13,260,000 (Direct Cost: ¥10,200,000、Indirect Cost: ¥3,060,000)
Fiscal Year 2014: ¥13,130,000 (Direct Cost: ¥10,100,000、Indirect Cost: ¥3,030,000)
Fiscal Year 2013: ¥8,320,000 (Direct Cost: ¥6,400,000、Indirect Cost: ¥1,920,000)
Keywordsデータ駆動科学 / スパースモデリング / ベイズ推論 / マルコフ連鎖モンテカルロ法 / ベイズ統計 / 近似ベイズ計算 / 走査型トンネル顕微鏡 / 化学反応 / 統計力学 / モデル化 / 走査プローブ顕微鏡 / 計算物理 / 神経科学 / ベイズ推定 / 脳科学 / カルシウムイメージング / 逐次モンテカルロ法 / 物性基礎論 / 統計科学
Outline of Final Research Achievements

Recent technological developments in experiments and measurements, which have made it possible to obtain high-dimensional data, mean it is no longer easy to organize natural phenomena. The purpose of our research project is to establish a universal modeling principle driven by spatiotemporal data for the extraction of laws of nature by applying sparse modeling. To do this, we conducted research mainly focusing on the three research subjects, as typical examples, which are scanning tunneling microscopy/spectrum in condensed matter physics, calcium imaging in neuroscience and dynamics of petrogenesis in earth science. They correspond to the extraction of laws of spatial structure formation, that of dynamics of time evolution, and that of spatiotemporal dynamics, respectively. Through the present research with the help of sparse modeling and Bayesian inference, we established a guiding principle of modeling in natural science independent of some details of research fields.

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (62 results)

All 2018 2017 2016 2015 2014 2013 Other

All Journal Article (25 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 25 results,  Open Access: 8 results,  Acknowledgement Compliant: 12 results) Presentation (34 results) (of which Int'l Joint Research: 9 results,  Invited: 11 results) Remarks (3 results)

  • [Journal Article] Typical approximation performance for maximum coverage problem2018

    • Author(s)
      Takabe Satoshi、Maehara Takanori、Hukushima Koji
    • Journal Title

      Physical Review E

      Volume: 97 Issue: 2 Pages: 022138-022138

    • DOI

      10.1103/physreve.97.022138

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bayesian optimization for computationally extensive probability distributions2018

    • Author(s)
      Tamura Ryo、Hukushima Koji
    • Journal Title

      PLOS ONE

      Volume: 13 Issue: 3 Pages: 0193785-0193785

    • DOI

      10.1371/journal.pone.0193785

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Real-Space Analysis of Scanning Tunneling Microscopy Topography Datasets Using Sparse Modeling Approach2018

    • Author(s)
      Miyama Masamichi J.、Hukushima Koji
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 4 Pages: 044801-044801

    • DOI

      10.7566/jpsj.87.044801

    • NAID

      210000134794

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Method for estimating spin-spin interactions from magnetization curves2017

    • Author(s)
      Tamura Ryo、Hukushima Koji
    • Journal Title

      Physical Review B

      Volume: 95 Issue: 6

    • DOI

      10.1103/physrevb.95.064407

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Exact Algorithm Exhibiting RS?RSB/Easy?Hard Correspondence for the Maximum Independent Set Problem2017

    • Author(s)
      Takahashi Jun、Takabe Satoshi、Hukushima Koji
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 86 Issue: 7 Pages: 073001-073001

    • DOI

      10.7566/jpsj.86.073001

    • NAID

      40021253994

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonparametric Estimation for Membrane Resistances Distributed Non-Uniformly in Neurons2017

    • Author(s)
      S Yabuuchi, T Omori
    • Journal Title

      Proceedings of International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence

      Volume: -

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bayesian Estimation of Neural Systems using Particle-Gibbs2017

    • Author(s)
      H Inoue, T Omori
    • Journal Title

      Proceedings of International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence

      Volume: -

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Statistical mechanical analysis of linear programming relaxation for combinatorial optimization problems2016

    • Author(s)
      S. Takabe and K. Hukushima
    • Journal Title

      Physical Review E

      Volume: 93(5) Issue: 5 Pages: 053308-053308

    • DOI

      10.1103/physreve.93.053308

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Numerical Detection of Ergodicity Breaking in a Glass Model2016

    • Author(s)
      M Sasaki, K Hukushima
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 85 Issue: 7 Pages: 074602-074602

    • DOI

      10.7566/jpsj.85.074602

    • NAID

      40020880803

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Compressed Sensing in Scanning Tunneling Microscopy / Spectroscopy for Observation of Quasi-Particle Interference2016

    • Author(s)
      Yoshinori Nakanishi-Ohno, Masahiro Haze, Yasuo Yoshida, Koji Hukushima, Yukio Hasegawa
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 85 Issue: 9 Pages: 093702-093702

    • DOI

      10.7566/jpsj.85.093702

    • NAID

      210000134067

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Phase transitions and ordering structures of a model of chiral helimagnet in three dimensions2016

    • Author(s)
      Y. Nishikawa and K. Hukushima
    • Journal Title

      Physical Review B

      Volume: 94(6) Issue: 6

    • DOI

      10.1103/physrevb.94.064428

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Irreversible simulated tempering2016

    • Author(s)
      Y. Sakai and K. Hukushima
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 85(10) Issue: 10 Pages: 104002-104002

    • DOI

      10.7566/jpsj.85.104002

    • NAID

      210000134110

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Bayesian inversion analysis of nonlinear dynamics in surface heterogeneous reactions2016

    • Author(s)
      T. Omori, T. Kuwatani, A. Okamoto, and K. Hukushima
    • Journal Title

      Physical Review E

      Volume: 94(3) Issue: 3 Pages: 033305-033305

    • DOI

      10.1103/physreve.94.033305

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Typical performance of approximation algorithms for NP-hard problems2016

    • Author(s)
      S. Takabe and K. Hukushima
    • Journal Title

      Journal of Statistical Mechanics: Theory and Experiment

      Volume: 2016(11) Issue: 11 Pages: 113401-113401

    • DOI

      10.1088/1742-5468/2016/11/113401

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Extracting nonlinear spatiotemporal dynamics in active dendrites using data-driven statistical approach2016

    • Author(s)
      Toshiaki Omori and Koji Hukushima
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 699 Pages: 012011-012011

    • DOI

      10.1088/1742-6596/699/1/012011

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Evidence of a one-step replica symmetry breaking in a three-dimensional Potts glass model2015

    • Author(s)
      Takashi Takahashi and Koji Hukushima
    • Journal Title

      PHYSICAL REVIEW E

      Volume: 91 Issue: 2 Pages: 020102-020102

    • DOI

      10.1103/physreve.91.020102

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Free-energy landscape and nucleation pathway of polymorphic minerals from solution in a Potts lattice-gas model2015

    • Author(s)
      Atsushi Okamoto, Tatsu Kuwatani, Toshiaki Omori, Koji Hukushima
    • Journal Title

      Physical Review E

      Volume: 92 Issue: 4 Pages: 1-9

    • DOI

      10.1103/physreve.92.042130

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Event-chain algorithm for the Heisenberg model: Evidence for z1dynamic scaling2015

    • Author(s)
      Y. Nishikawa, M. Michel, W. Krauth, and K. Hukushima
    • Journal Title

      Physical Review E

      Volume: 92 Issue: 6 Pages: 63306-63306

    • DOI

      10.1103/physreve.92.063306

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 回帰問題への機械学習的アプローチ ~スパース性に基づく回帰モデリング~2015

    • Author(s)
      大森敏明
    • Journal Title

      システム制御情報学会

      Volume: 59 Pages: 33-38

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Minimum vertex cover problems on random hypergraphs: replica symetric solution and a leaf removal algorithm2014

    • Author(s)
      Satoshi Takabe, Koji Hukushima
    • Journal Title

      Physical Review E

      Volume: 89(6) Issue: 6 Pages: 062139-062139

    • DOI

      10.1103/physreve.89.062139

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Typical Behavior of the Linear Programming Method for Combinatorial Optimization Problemns : A Statistical-Mechanical Perspective2014

    • Author(s)
      S. Takabe and K. Hukushima
    • Journal Title

      J. Phys. Soc. Jpn

      Volume: Vol.83 Issue: 4 Pages: 043801-043801

    • DOI

      10.7566/jpsj.83.043801

    • Related Report
      2014 Annual Research Report 2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sparse Estimation of Spike-Triggered Average2014

    • Author(s)
      Shimpei Yotsukura, Toshiaki Omori, Kenji Nagata and Masato Okada
    • Journal Title

      IPSJ Transactions on Mathematical Modeling and Its Applications

      Volume: 7 Pages: 15-21

    • NAID

      110009667390

    • Related Report
      2014 Annual Research Report 2013 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] An irreversible Markov-chain Monte Carlo method with skew detailed balance conditions2013

    • Author(s)
      Koji Hukushima and Yuji Sakai
    • Journal Title

      Journal of Physics:Conference Series

      Volume: 473 Pages: 012012-012012

    • DOI

      10.1088/1742-6596/473/1/012012

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Statistical Estimation of Non-uniform Distribution of Dendritic Membrane Properties2013

    • Author(s)
      Toshiaki Omori, Toru Aonishi and Masato Okada
    • Journal Title

      Advances in Cognitive Neurodynamics

      Volume: 3 Pages: 649-655

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ビッグデータの利活用と機械学習研究2013

    • Author(s)
      大森敏明
    • Journal Title

      The Journal of The Institute of Electrical Engineers of Japan

      Volume: 133 Issue: 9 Pages: 633-633

    • DOI

      10.1541/ieejjournal.133.633

    • NAID

      10031193684

    • ISSN
      1340-5551, 1881-4190
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] 生成物時間分析による触媒反応ダイナミクスのベイズ推論2017

    • Author(s)
      安倍雅史A, 福島孝治A, B, 中西(大野)義典A, 水野雄太A, 佐々木岳彦C, 板子健太郎C
    • Organizer
      日本物理学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] STMトポ像からの原子欠損間の有効相互作用推定2017

    • Author(s)
      観山正道, 福島孝治
    • Organizer
      日本物理学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 交換モンテカルロ法によるstoquasticな量子断熱計算のシミュレーション2017

    • Author(s)
      高橋惇, 福島孝治
    • Organizer
      日本物理学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 交差検証による圧縮センシング成否診断法の開発2017

    • Author(s)
      中西(大野)義典, 福島孝治
    • Organizer
      日本物理学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] スパースモデリングの深化と高次元データ駆動科学の展開2017

    • Author(s)
      福島孝治
    • Organizer
      第61回システム制御情報学会研究発表講演会 (SCI’17)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 交差検証法による圧縮センシングの成功判定2017

    • Author(s)
      福島孝治
    • Organizer
      ナノテクイニシャティブ 研究会
    • Place of Presentation
      メープル有馬(兵庫県神戸市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] データ解析の成功と失敗を判定する交差検証法2017

    • Author(s)
      福島孝治
    • Organizer
      「先端計測インフォマティクス 大量データ時代の情報活用」 ワークショップ
    • Place of Presentation
      物質・材料研究機構(茨城県つくば市)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] A simple entropy-driven phase transition2017

    • Author(s)
      Koji Hukushima
    • Organizer
      "30th Annual CSP Workshop Recent Developments in Computer Simulation Studies in Condensed Matter Physics"
    • Place of Presentation
      ジョージア大学(アメリカ)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 神経樹状突起における電気的応答特性の抽出―データ駆動型アプローチによるダイナミクス推定―2017

    • Author(s)
      大森敏明
    • Organizer
      北海道大学大学院理学研究院 数学部門,北海道大学電子科学研究所附属 社会創造数学研究センター・クロスボーダーシンポジウム
    • Place of Presentation
      北海道大学(北海道札幌市)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 岩石 水相互作用を支配する不均質反応ダイナミクスの統計的推定2016

    • Author(s)
      大森敏明, 桑谷立, 岡本敦, 福島孝治
    • Organizer
      日本物理学会 第71回年次大会
    • Place of Presentation
      東北学院大学 泉キャンパス (仙台市泉区)
    • Year and Date
      2016-03-22
    • Related Report
      2015 Annual Research Report
  • [Presentation] スパースモデリングを用いたSTS測定データの解析手法12016

    • Author(s)
      観山正道, 岡田佳憲, 一杉太郎, 福島孝治
    • Organizer
      日本物理学会 第71回年次大会
    • Place of Presentation
      東北学院大学 泉キャンパス (仙台市泉区)
    • Year and Date
      2016-03-22
    • Related Report
      2015 Annual Research Report
  • [Presentation] 近似的ベイズ計算による岩石 水相互作用における表面積モデル選択2016

    • Author(s)
      福島孝治, 岡本敦, 桑谷立, 大森敏明
    • Organizer
      日本物理学会 第71回年次大会
    • Place of Presentation
      東北学院大学 泉キャンパス (仙台市泉区)
    • Year and Date
      2016-03-19
    • Related Report
      2015 Annual Research Report
  • [Presentation] モンテカルロ法の基礎と最近の展開2016

    • Author(s)
      福島孝治
    • Organizer
      スパースモデリング・チュートリアル講演会
    • Place of Presentation
      神戸大学統合研究拠点 コンベンションホール(兵庫県神戸市)
    • Year and Date
      2016-03-06
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 近似的ベイズ計算による岩石 - 水相互作用における表面積モデル選択2016

    • Author(s)
      福島孝治
    • Organizer
      日本地球惑星科学連合大会
    • Place of Presentation
      幕張メッセ(千葉県千葉市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Dynamics and phase transition of a three-dimensional Potts glass model2016

    • Author(s)
      Koji Hukushima
    • Organizer
      STATPHYS26(統計力学国際会議)
    • Place of Presentation
      リヨン(フランス)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recent development of Monte Carlo sampling techniques2016

    • Author(s)
      Koji Hukushima
    • Organizer
      生物物理学会
    • Place of Presentation
      つくば国際会議場(茨城県つくば市)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] データ駆動科学と計算物質科学の接点2016

    • Author(s)
      福島孝治
    • Organizer
      研究会「計算物質科学における時空間アップスケーリングと数理手法」
    • Place of Presentation
      電気通信大学(東京都調布市)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Introduction to exchange Monte Carlo methods for an inverse problem2016

    • Author(s)
      Koji Hukushima
    • Organizer
      3rd International Symposium on Kumamoto Synchrotron Radiation (ISKSR3): Data Analysis and Data-Driven Science
    • Place of Presentation
      熊本大学(熊本県熊本市)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] マルコフ連鎖モンテカルロ法の最近の話題について2016

    • Author(s)
      福島孝治
    • Organizer
      第39回情報理論とその応用シンポジウム SITA2016
    • Place of Presentation
      高山グリーンホテル(岐阜県高山市)
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Bayesian inversion analysis of dendritic nonlinear dynamics2016

    • Author(s)
      Toshiaki Omori
    • Organizer
      Cell Symposia: Big Questions in Neuroscience
    • Place of Presentation
      サンディエゴ(アメリカ)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sparse modeling approach for STM data analysis by using LARS-LASSO2015

    • Author(s)
      Masamichi J. Miyama and Koji Hukushima
    • Organizer
      International Meeting on “High-Dimensional Data Driven Science” (HD3-2015)
    • Place of Presentation
      メルパルク京都(京都府京都市)
    • Year and Date
      2015-12-16
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extracting nonlinear spatiotemporal dynamics in active dendrites using data-driven statistical approach2015

    • Author(s)
      Toshiaki Omori
    • Organizer
      International Meeting on “High-Dimensional Data Driven Science” (HD3-2015)
    • Place of Presentation
      メルパルク京都(京都府京都市)
    • Year and Date
      2015-12-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ブーリアン圧縮センシングの統計力学2015

    • Author(s)
      高邉賢史, 福島孝治
    • Organizer
      日本物理学会 2015年秋季大会
    • Place of Presentation
      関西大学 千里山キャンパス(大阪府吹田市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] スパースモデリングを用いたSTMトポグラフィデータの解析手法2015

    • Author(s)
      観山正道, 岡田佳憲, 一杉太郎, 福島孝治
    • Organizer
      日本物理学会 2015年秋季大会
    • Place of Presentation
      関西大学 千里山キャンパス(大阪府吹田市)
    • Year and Date
      2015-09-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] STMトポグラフィデータからの原子・欠損位置の推定2015

    • Author(s)
      観山正道,福島孝治
    • Organizer
      日本物理学会 第70回年次大会
    • Place of Presentation
      早稲田大学 早稲田キャンパス(東京都新宿区)
    • Year and Date
      2015-03-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] 物性物理へのデータ駆動型アプローチ2015

    • Author(s)
      福島孝治
    • Organizer
      日本物理学会 第70回年次大会
    • Place of Presentation
      早稲田大学 早稲田キャンパス(東京都新宿区)
    • Year and Date
      2015-03-23
    • Related Report
      2014 Annual Research Report
  • [Presentation] "Equilibrium-state simulations of some spin glass models in finite dimensions"2014

    • Author(s)
      Koji Hukushima
    • Organizer
      Nose30シンポジウム
    • Place of Presentation
      慶応大学三田キャンパス(東京都港区)
    • Year and Date
      2014-11-10
    • Related Report
      2014 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 混合正規分布を用いたSTMトポグラフィデータの解析2014

    • Author(s)
      観山正道,福島孝治
    • Organizer
      日本物理学会 2014年秋季大会
    • Place of Presentation
      中部大学春日井キャンパス(愛知県春日井市)
    • Year and Date
      2014-09-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] "Equilibrium-state simulations of some spin glass models in finite dimensions"2014

    • Author(s)
      Koji Hukushima
    • Organizer
      Conference of Computational Physics 2014
    • Place of Presentation
      ボストン大学(米国)
    • Year and Date
      2014-08-13
    • Related Report
      2014 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 線形緩和した組合せ最適化問題のレプリカ解析2014

    • Author(s)
      高邉賢史,福島孝治
    • Organizer
      日本物理学会 第69回年次大会
    • Place of Presentation
      神奈川県平塚市 東海大学湘南キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] スパース性に基づく受容野構造の推定2014

    • Author(s)
      四倉晋平,大森敏明,五十嵐康彦,岡田真人
    • Organizer
      日本物理学会 第69回年次大会
    • Place of Presentation
      神奈川県平塚市 東海大学湘南キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] 最適化問題に対する線形計画法の典型的性能評価2013

    • Author(s)
      高邉賢史,福島孝治
    • Organizer
      日本物理学会 2013年秋季大会
    • Place of Presentation
      徳島県三島市 徳島大学常三島キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] イメージングデータからの脳神経ダイナミクスの抽出~状態空間モデルに基づく動態推定~2013

    • Author(s)
      大森敏明
    • Organizer
      科学研究費補助金 新学術領域研究「スパースモデリングの深化と高次元データ駆動科学の創成」文部科学省・生命動態システム科学推進拠点事業合同シンポジウム
    • Place of Presentation
      広島県東広島市 広島大学
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] An irreversible MCMC method2013

    • Author(s)
      K.Hukushima
    • Organizer
      Deep computation in statistical physics
    • Place of Presentation
      米国ニューメキシコ州 Santa Fe研究所
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Remarks]

    • URL

      https://scholar.google.co.jp/citations?user=L45cnxIAAAAJ&hl=ja

    • Related Report
      2017 Annual Research Report
  • [Remarks] 研究成果

    • URL

      https://www.researchgate.net/profile/Koji_Hukushima

    • Related Report
      2016 Annual Research Report
  • [Remarks] 研究論文リスト

    • URL

      https://scholar.google.co.jp/citations?user=L45cnxIAAAAJ&hl=ja

    • Related Report
      2016 Annual Research Report

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Published: 2013-07-10   Modified: 2019-07-29  

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