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Development on molecular data science for biomolecule dynamical systems

Research Project

Project/Area Number 17H02940
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Biological physics/Chemical physics/Soft matter physics
Research InstitutionHokkaido University

Principal Investigator

Komatsuzaki Tamiki  北海道大学, 電子科学研究所, 教授 (30270549)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥18,980,000 (Direct Cost: ¥14,600,000、Indirect Cost: ¥4,380,000)
Fiscal Year 2019: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Fiscal Year 2018: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Fiscal Year 2017: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Keywords1分子計測 / 1分子イメージング / 機械学習 / 因果推論 / 強化学習 / ラマン計測 / 情報計測 / 自由エネルギー地形 / 1細胞ラマンイメージング / 多腕バンディット問題 / 情報理論 / 移動エントロピー / 相乗エントロピー / 化学反応ネットワーク / 時系列解析 / 1分子計測(SMD) / ラマン分光イメージング / 細胞の役割分化 / 甲状腺濾胞癌診断 / ラマン組織学 / 細胞分化 / 1分子計測(SMD) / エネルギー地形 / 反応ネットワーク / 詳細釣合いの破れ / 退色効果
Outline of Final Research Achievements

With the progress of single-molecule measurement and single-cell spectroscopic imaging, a huge amount of data in complex environments such as cells has been accumulated. "How can we correctly extract the underlying molecular mechanism of action from those data?" was an urgent unsolved issue. From the observed single molecule measurement data and imaging data, by taking into account bleaching effect of dye molecules and low signal to noise ratio, we have developed a series of data scientific framework that extracts the underlying energy landscape, classifies the cell states, and accelerate Raman diagnosis with guaranteeing the accuracy of the diagnosis. In addition, we have newly developed an information science analysis method to identify the interaction region and the aspect of many-body interaction from cell tracking data.

Academic Significance and Societal Importance of the Research Achievements

物理学の多くは背後の基本方程式の存在を前提とするところから出発するが、細胞などの複雑系を取り扱う場合にその前提は困難となる。本研究課題では、色素分子の退色や低いシグナルノイズ比など計測原理に基づくデータ駆動科学を新規に展開することに成功した。本研究の社会的意義としては、計測科学と情報科学を融合させることで、これまで細胞・組織形態情報を指標にされてきた細胞診断に対し、分子環境を加味した新たな診断に繋がり、形態異常が顕在化する前の超早期診断の可能性を拓くものである。

Report

(4 results)
  • 2021 Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (133 results)

All 2022 2021 2020 2019 2018 2017 Other

All Int'l Joint Research (4 results) Journal Article (18 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 16 results,  Open Access: 5 results) Presentation (105 results) (of which Int'l Joint Research: 26 results,  Invited: 28 results) Book (3 results) Remarks (2 results) Funded Workshop (1 results)

  • [Int'l Joint Research] Johns Hopkins University/University of California, Davis/Arizona State University(米国)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] ワインズマン研究所(イスラエル)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] ミュンスター大学(ドイツ)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] プリンストン大学/アリゾナ州立大学(米国)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Modes of information flow in collective cohesion2022

    • Author(s)
      Sulimon Sattari, Udoy S. Basak, Ryan G. James, Louis W. Perrin, James P. Crutchfield, Tamiki Komatsuzaki
    • Journal Title

      Science Advances

      Volume: 8 Issue: 6

    • DOI

      10.1126/sciadv.abj1720

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An information-theoretic approach to infer the underlying interaction domain among elements from finite length trajectories in a noisy environment2021

    • Author(s)
      Basak Udoy S.、Sattari Sulimon、Hossain Md. Motaleb、Horikawa Kazuki、Komatsuzaki Tamiki
    • Journal Title

      The Journal of Chemical Physics

      Volume: 154 Issue: 3 Pages: 034901-034901

    • DOI

      10.1063/5.0034467

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Transfer entropy dependent on distance among agents in quantifying leader-follower relationships2021

    • Author(s)
      Basak Udoy S.、Sattari Sulimon、Hossain Motaleb、Horikawa Kazuki、Komatsuzaki Tamiki
    • Journal Title

      Biophysics and Physicobiology

      Volume: 18 Issue: 0 Pages: 131-144

    • DOI

      10.2142/biophysico.bppb-v18.015

    • NAID

      130008054076

    • ISSN
      2189-4779
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] An algorithm for computing phase space structures in chemical reaction dynamics using Voronoi tessellation2021

    • Author(s)
      Mizuno Yuta、Takigawa Mikoto、Miyashita Saki、Nagahata Yutaka、Teramoto Hiroshi、Komatsuzaki Tamiki
    • Journal Title

      Physica D: Nonlinear Phenomena

      Volume: 428 Pages: 133047-133047

    • DOI

      10.1016/j.physd.2021.133047

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Classification Bandits: Classification Using Expected Rewards as Imperfect Discriminators2021

    • Author(s)
      Tabata Koji、Nakumura Atsuyoshi、Komatsuzaki Tamiki
    • Journal Title

      Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Workshop on Machine Learning for MEasurement INformatics

      Volume: - Pages: 57-69

    • DOI

      10.1007/978-3-030-75015-2_6

    • ISBN
      9783030750145, 9783030750152
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Phase space geometry of isolated to condensed chemical reactions2021

    • Author(s)
      Nagahata Yutaka、Hernandez Rigoberto、Komatsuzaki Tamiki
    • Journal Title

      The Journal of Chemical Physics

      Volume: 155 Issue: 21 Pages: 210901-210901

    • DOI

      10.1063/5.0059618

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Inferring domain of interactions among particles from ensemble of trajectories2020

    • Author(s)
      Basak Udoy S.、Sattari Sulimon、Horikawa Kazuki、Komatsuzaki Tamiki
    • Journal Title

      Physical Review E

      Volume: 102 Issue: 1

    • DOI

      10.1103/physreve.102.012404

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dependence of DNA length on binding affinity between TrpR and trpO of DNA2020

    • Author(s)
      Nobuo Shimamoto, Mikito Toda, Shigetoshi Nara, Tamiki Komatsuzaki, Kiyoto Kamagata, Takashi Kinebuchi, Jun-ichi Tomizawa
    • Journal Title

      Scientific Reports

      Volume: 10 Issue: 1 Pages: 15624-15624

    • DOI

      10.1038/s41598-020-71598-3

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Minimizing customer waiting time with a new delivery-tour planning algorithm based on tour division and dynamic route optimization2020

    • Author(s)
      Hiroshi Uchigaito, Tomoki Shirai, Yoichi Iwata, Normann Mertig, Yuya Sugie, Tsubasa Oizumi, Hiroshi Teramoto, Atsuyoshi Nakamura, Shin-ichi Minato, Tamiki Komatsuzaki, Takashi Takemoto
    • Journal Title

      International Symposium on Nonlinear Theory and Its Applications (NOLTA2020)

      Volume: - Pages: 413-416

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Erratum: Inferring domain of interactions among particles from ensemble of trajectories [Phys. Rev. E <b>102</b>, 012404 (2020)]2020

    • Author(s)
      Basak Udoy S.、Sattari Sulimon、Horikawa Kazuki、Komatsuzaki Tamiki
    • Journal Title

      Physical Review E

      Volume: 102 Issue: 6

    • DOI

      10.1103/physreve.102.069902

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] High-Resolution Raman Microscopic Detection of Follicular Thyroid Cancer Cells with Unsupervised Machine Learning2019

    • Author(s)
      J. Nicholas Taylor, Kentaro Mochizuki, Kosuke Hashimoto, Yasuaki Kumamoto, Yoshinori Harada, Katsumasa Fujita, Tamiki Komatsuzaki
    • Journal Title

      The Journal of Physical Chemistry B

      Volume: 123 Issue: 20 Pages: 4358-4372

    • DOI

      10.1021/acs.jpcb.9b01159

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Deciphering Molecular Complexity in Dynamics and Kinetics - From the Single Molecule to the Single Cell Level2019

    • Author(s)
      Komatsuzaki T, Press S, Senet P
    • Journal Title

      J. Phys. Chem. B

      Volume: 123 Issue: 30 Pages: 2535-2544

    • DOI

      10.1021/acs.jpcb.9b05382

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Raman spectroscopic histology using machine learning for nonalcoholic fatty liver disease2019

    • Author(s)
      Khalifa Mohammad Helal, James Nicholas Taylor, Harsono Cahyadi, Akira Okajima, Koji Tabata, Yoshito Itoh, Hideo Tanaka, Katsumasa Fujita, Yoshinori Harada, Tamiki Komatsuzaki
    • Journal Title

      FEBS Letters

      Volume: 593 Issue: 18 Pages: 2535-2544

    • DOI

      10.1002/1873-3468.13520

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A bad arm existence checking problem: How to utilize asymmetric problem structure?2019

    • Author(s)
      Tabata Koji、Nakamura Atsuyoshi、Honda Junya、Komatsuzaki Tamiki
    • Journal Title

      Machine Learning

      Volume: 109 Issue: 2 Pages: 327-372

    • DOI

      10.1007/s10994-019-05854-7

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Deciphering hierarchical features in the energy landscape of adenylate kinase folding/unfolding2018

    • Author(s)
      Taylor J. Nicholas、Pirchi Menahem、Haran Gilad、Komatsuzaki Tamiki
    • Journal Title

      The Journal of Chemical Physics

      Volume: 148 Issue: 12 Pages: 123325-123325

    • DOI

      10.1063/1.5016487

    • NAID

      120006595505

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Effects of non-equilibrium angle fluctuation on F1-ATPase kinetics induced by temperature increase2017

    • Author(s)
      Yuji Tamiya, Rikiya Watanabe, Hiroyuki Noji, Chun-Biu Li, Tamiki Komatsuzaki
    • Journal Title

      Physical Chemistry Chemical Physics

      Volume: 3(20) Issue: 3 Pages: 1872-1880

    • DOI

      10.1039/c7cp06256g

    • NAID

      120006549169

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 特集:少数性生物学ってなんだ?: 「少数と個性―分子の数と生命らしさ」2017

    • Author(s)
      冨樫祐一, 新海創也, 小松崎民樹
    • Journal Title

      実験医学

      Volume: 35(19) Pages: 1-1

    • Related Report
      2017 Annual Research Report
  • [Journal Article] FRET monitoring of a nonribosomal peptide synthetase2017

    • Author(s)
      Alfermann Jonas、Sun Xun、Mayerthaler Florian、Morrell Thomas E、Dehling Eva、Volkmann Gerrit、Komatsuzaki Tamiki、Yang Haw、Mootz Henning D
    • Journal Title

      Nature Chemical Biology

      Volume: 13 Issue: 9 Pages: 1009-1015

    • DOI

      10.1038/nchembio.2435

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] 化学反応の特徴を保ちながら効果的に自由度を縮約する手法の研究2022

    • Author(s)
      田中綾一, 水野雄太, 堤拓朗, チツベロミカイル, 戸田幹人, 武次徹也, 小松崎民樹
    • Organizer
      化学系学協会北海道支部2022年冬季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 情報理論による化学的空間不均一性に基づくラマン分光イメージングの解析2022

    • Author(s)
      近藤僚哉, TAYLOR J. Nicholas, CLEMENT Jean-Emmanuel, 水野雄太, 藤田克昌, 原田義規, 小松崎民樹
    • Organizer
      化学系学協会北海道支部2022年冬季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 情報理論とラマン分光イメージングを用いた化学的不均一性の解析2022

    • Author(s)
      近藤僚哉, James N.Taylor, 水野雄太, Jean-Emmanuel Clement, 藤田克昌, 原田義規, 小松崎民樹
    • Organizer
      2021年度生物物理学会北海道支部-東北支部合同例会
    • Related Report
      2019 Annual Research Report
  • [Presentation] On-the-fly Raman image microscopy by reinforcement machine learning2021

    • Author(s)
      Tamiki Komatsuzaki , Koji Tabata, Hiroyuki Kawagoe, James Nicholas Taylor , Kentaro Mochizuki , Jean-Emmanuel Clement , Yasuaki Kumamoto , Atsuyoshi Nakamura , Yoshinori Harada , Katsumasa Fujita
    • Organizer
      FACSS SciX 2021
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 強化学習を用いたラマン計測迅速化:On-the-fly Raman image microscopy2021

    • Author(s)
      小松崎民樹
    • Organizer
      (一社)大阪大学ナノ理工学人材育成産学コンソーシアム 令和2年度第3回ナノ理工学情報交流会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 機械学習を用いた化学的不均一性 の情報を含むラマン顕微鏡画像中のスペクトルの分類2021

    • Author(s)
      近藤僚哉, James N. Taylor, Jean-Emmanuel Clement, 水野雄太, 藤田克昌, 原田義規, 小松崎民樹
    • Organizer
      化学系学協会北海道支部2021年冬季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] AFIR法を用いた化学反応における動的効果の研究:1, 3-シグマトロピー転移の類似反応を例に2021

    • Author(s)
      田中綾一, 水野雄太, 堤拓朗, ミカイルチツベロ, 武次徹也, 小松崎民樹
    • Organizer
      化学系学協会北海道支部2021年冬季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 化学的不均一性も考慮したラマン顕微鏡画像解析2021

    • Author(s)
      近藤僚哉, James N.Taylor, Jean-Emmanuel Clement, 水野雄太, 藤田克昌, 原田義規, 小松崎民樹
    • Organizer
      生物物理学会学会 北海道支部-東北支部合同例会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Analysis Dictyostelium Discoideum cells motion response to a chemoattractant cyclic-AMP wave2021

    • Author(s)
      Md. Motaleb Hossain, Sulimon Sattari, Udoy S. Basak, Kazuki Horikawa, Tamiki Komatsuzaki
    • Organizer
      生物物理学会学会 北海道支部-東北支部合同例会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Study on Identification of Leader and Follower agents and its Interaction domain from Trajectories in a Collectively Moving Colony2021

    • Author(s)
      Udoy S. Basak, Sulimon Sattari, Md. Motaleb Hossain, Kazuki Horikawa, Tamiki Komatsuzaki
    • Organizer
      生物物理学会学会 北海道支部-東北支部合同例会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Modes of Information Flow in Collective Cohesion2021

    • Author(s)
      Sulimon Sattari, Udoy Basak, James P. Crutchfield, Tamiki Komatsuzaki
    • Organizer
      生物物理学会学会 北海道支部-東北支部合同例会
    • Related Report
      2019 Annual Research Report
  • [Presentation] イジング計算機を用いた化学反応ネットワーク上の反応経路解析2021

    • Author(s)
      水野 雄太, 小松崎 民樹
    • Organizer
      第23回理論化学討論会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 主成分分析による自由度の削減手法の開発 : [1,3]シグマトロピー転移の類似反応を例に2021

    • Author(s)
      田中 綾一, 水野 雄太, 堤 拓朗, ミカイル チツベロ, 武次 徹也, 小松崎 民樹
    • Organizer
      第23回理論化学討論会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ラマン分光イメージングにおける化学的空間不均一性の情報理論解析2021

    • Author(s)
      近藤 僚哉, James N. Taylor, Jean-Emmanuel Clement, 水野 雄太, 藤田 克昌, 原田 義規, 小松崎 民樹
    • Organizer
      第23回理論化学討論会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 計測介入型AIによる迅速ラマン計測2021

    • Author(s)
      小松崎 民樹
    • Organizer
      JST情報計測オンラインセミナーシリーズ
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 化学反応ネットワークにおける時間階層性(Timescale hierarchies in chemical reaction networks)2021

    • Author(s)
      小松崎 民樹
    • Organizer
      シンポジウム「化学反応経路探索のニューフロンティア2021」
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 主成分分析により抽出した少数自由度におけるハミルトン系の構成2021

    • Author(s)
      田中綾一, 水野雄太, 堤拓朗, ミカイルチツベロ, 武次徹也, 小松崎民樹
    • Organizer
      第15回分子科学討論会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ラマン分光イメージングにおける化学的空間不均一性 に基づいたファジークラスタリング手法の開発2021

    • Author(s)
      近藤 僚哉, James N.Taylor, Jean-Emmanuel Clement, 水野 雄太, 藤田 克昌, 原田 義規, 小松崎 民樹
    • Organizer
      第15回分子科学討論会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 一分子計測からたんぱく質のエネルギー地形の階層性を抽出する Capturing hierarchical features in protein energy landscape from single molecule time series2021

    • Author(s)
      小松崎 民樹
    • Organizer
      第59回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 情報理論を取り入れた手法によるラマン分光イメージ中 での化学的空間不均一性の解析2021

    • Author(s)
      近藤僚哉, TAYLOR J. Nicholas, CLEMENT Jean-Emmanuel, 水野雄太, 藤田克昌, 原田義規, 小松崎民樹
    • Organizer
      第59回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Geometrical aspect of chemical reaction dynamics in thermally fluctuating environments and Future Directions2020

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Chaos Indicators, Phase Space and Chemical Reaction Dynamics, University of Bristol,
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Classification of Spectra in Raman Microscopic Image by Chemical Heterogeneity2020

    • Author(s)
      Ryoya Kondo, James N Taylor, Jean-emmanuel Clement, Yuta Mizuno, Katsumasa Fujita, Yoshinori Harada, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] To classify Raman spectra using Deep Learning Approach2020

    • Author(s)
      Abdul Halim Bhuiyan, Jean-emmanuel Clement, Kentaro Mochizuki, James Nick Taylor, Koji Tabata, Yuta Mizuno, Atsuyoshi Nakamura, Yoshinori Harada, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Application of Linear Bandit in Drug Screening Example2020

    • Author(s)
      Md. Menhazul Abedin, Koji Tabata, Jean-Emmanuel Clement, Masumi Tsuda, Shinya Tanaka, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Inferring domain of Interaction among Dictyostelium discoideum colony from the ensemble of Trajectories of cells2020

    • Author(s)
      Udoy S. Basak, Sulimon Sattari, Motaleb M. Hossain, Kazuki Horikawa, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Analysis of Cancer Stem Cells in Sarcoma Model Cells by Deep Neural Network2020

    • Author(s)
      Zannatul Ferdous, Masumi Tsuda, Jean-Emmanuel Clement, Koji Tabata, Yusuke Ishida, Jun Suzuka, Jian Ping Gong, Shinya Tanaka, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Raman Imaging for Exploring Cancer Metabolism2020

    • Author(s)
      Jean-Emmanuel Clement, Mochizuki Kentaro, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Vector analysis of amoeba motion response to a cyclic-AMP wave2020

    • Author(s)
      Md. Motaleb Hossain, Sulimon Sattari, Udoy Sankar Basak, Kazuki Horikawa, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Vector analysis of amoeba motion with respect to the propagation of chemoattractant cyclic-AMP2020

    • Author(s)
      Sulimon Sattari, Udoy Basak, Motaleb Md. Hossain, Kazuki Horikawa, Tamiki Komatsuzaki
    • Organizer
      The 21st RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Detection of Cancer Stem Cells in Sarcoma Model Cells Using Morphological Features for Developing New Diagnostics Tools2020

    • Author(s)
      Zannatul Ferdous, Masumi Tsuda, Jean-Emmanuel Clement, Koji Tabata, Jian Ping Gong, Shinya Tanaka, Tamiki Komatsuzaki
    • Organizer
      ICReDD 3rd International Symposium
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The hierarchy of observable reaction networks associated with observation time-intervals2020

    • Author(s)
      NAGAHATA Yutaka, TAKETSUGU Tetsuya, MAEDA Satoshi,, KOMATSUZAKI Tamiki
    • Organizer
      ICReDD 3rd International Symposium
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Classification Bandits: Classification Using Expected Rewards as Imperfect Discriminators2020

    • Author(s)
      Koji Tabata, Atsuyoshi Nakamura, Tamiki Komatsuzaki
    • Organizer
      PAKDD2021 Workshop on Machine Learning for MEasurement Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 古典的軌道計算とボロノイ分割を用いた反応チューブの計算方法2020

    • Author(s)
      宮下彩季, 滝川皇, 水野雄太, 寺本央, 小松崎民樹
    • Organizer
      化学系学協会北海道支部2020年冬季研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Quantifying the length- and time-scales of influence of cells in collective motion2020

    • Author(s)
      Sulimon Sattari, Basak Udoy, Motaleb Md. Hossain, 堀川 一樹, 小松崎 民樹
    • Organizer
      第58回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Inferring domain of Interactions among Dictyostelium discoideum colony from the Ensemble of Trajectories of cells2020

    • Author(s)
      Basak Udoy S, Sattari Sulimon, Hossain Md. Motaleb, Horikawa Kazuki, Komatsuzaki Tamiki
    • Organizer
      第58回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Vector analysis of amoeba motion with respect to the propagation of chemoattractant cyclic-AMP2020

    • Author(s)
      Hossain Md. Motaleb, Sattari Sulimon, Basak Udoy S, Horikawa Kazuki, Komatsuzaki Tamiki
    • Organizer
      第58回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Raman imaging for cancer diagnosis2020

    • Author(s)
      Jean-Emmanuel Clement, Kenntaro Mochizuki, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      第58回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Feature Selection As Monte-Carlo Search in Growing Single Rooted Directed Acyclic Graph by Best Leaf Identification2019

    • Author(s)
      Aurelien Pelissier, Atsuyoshi Nakamura, Koji Tabata
    • Organizer
      2019 SIAM International Conference on Data Mining
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deciphering hierarchical features in reaction network and energy landscape2019

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      CECAM Workshop on Network analysis to elucidate natural system dynamics, diversity and performance
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Raman pathology and its phenotypic landscape for Non-alcoholic fatty liver diseases2019

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Telluride Workshop on The Complexity of Dynamics and Kinetics from Single Molecules to Cells
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Reflection about Surface Enhanced Raman Spectroscopy2019

    • Author(s)
      Jean-Emmanuel Clement
    • Organizer
      Telluride Workshop on The Complexity of Dynamics and Kinetics from Single Molecules to Cells
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Causal inference in Leader-follower relationship2019

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      ICSB 2019: Singularity Biology: small elements change the function of the whole systems
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Raman Hyperspectral Image Analysis Using Ensemble Learning for Non-alcoholic Fatty Liver Disease2019

    • Author(s)
      Khalifa Mohammad Helal, Harsono Cahyadi, J. Nicholas Taylor, Akira Okajima, Yasuaki Kumamoto, Hideo Tanaka, Yoshinori Harada, Tamiki Komatsuzaki
    • Organizer
      Biomedical Raman Imaging 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Accelerated Raman hyperspectral imaging for cancer diagnosis2019

    • Author(s)
      Jean-Emmanuel Clement, Shunsuke Ono, Kentaro Mochizuki, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      Biomedical Raman Imaging 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On-the-fly Raman image microscopy by reinforcement machine learning2019

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Biomedical Raman Imaging 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Raman Imaging for Exploring Cancer Metabolism2019

    • Author(s)
      Jean-Emmanuel Clement, Shunsuke Ono, Kentaro Mochizuki, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      The 20th RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] High Resolution Raman Microscopic Detection of Follicular Thyroid Cancer Cells with Unsupervised Machine Learning2019

    • Author(s)
      J. Nicholas Taylor, Kentaro Mochizuki, Kosuke Hashimoto, Yasuaki Kumamoto, Yoshinori Harada, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      The 20th RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Raman Microscopic Histology using Ensemble Learning for Non-alcoholic Fatty Liver Disease2019

    • Author(s)
      Khalifa Mohammad Helal, Harsono Cahyadi, J. Nicholas Taylor, Akira Okajima, Yasuaki Kumamoto, Hideo Tanaka, Yoshinori Harada, Tamiki Komatsuzaki
    • Organizer
      The 20th RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Bad Arm Existence Checking Algorithm with Bandit Feeedback2019

    • Author(s)
      Koji Tabata, Atsuyoshi Nakamura, Tamiki Komatsuzaki
    • Organizer
      The 20th RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] A sandbox model system for analyzing leadership in collective motion2019

    • Author(s)
      Sulimon Sattari, Udoy Basak, Sky Nicholson, Jason Green, Mikito Toda, Tamiki Komatsuzaki
    • Organizer
      The 20th RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] An Information-theoretic approach to identify the interaction radius of a group of collectively moving animals2019

    • Author(s)
      Udoy. S Basak, Sulimon Sattari, Tamiki Komatsuzaki
    • Organizer
      The 20th RIES-HOKUDAI International Symposium
    • Related Report
      2019 Annual Research Report
  • [Presentation] Cell Raman imaging Compress sensing2019

    • Author(s)
      Jean-Emmanuel Clement
    • Organizer
      バイオ情報計測技術研究会 チームミーティング
    • Related Report
      2019 Annual Research Report
  • [Presentation] A bad arm existence checking problem: how to utilize asymmetric problem structure?2019

    • Author(s)
      田畑公次
    • Organizer
      バイオ情報計測技術研究会
    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Presentation] Mathematical information measurement science: acceleration of Raman spectroscopy by bridging information science2019

    • Author(s)
      小松崎 民樹
    • Organizer
      バイオ情報計測技術研究会
    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Presentation] High resolution Raman microscopic detection of follicular thyroid cancer cells with unsupervised machine learning2019

    • Author(s)
      J. Nicholas Taylor
    • Organizer
      バイオ情報計測技術研究会
    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Presentation] Analysis of Raman Microscopic Images of Liver Tissu to Predict Non-alcholic Fatty Liver Disease2019

    • Author(s)
      Helal Khalifa Mohammad, Cahyadi Harsono, Taylor J. Nicholas, Okajima Akira, Kumamoto Yasuaki, Tanaka Hideo, Harada Yoshinori, Komatsuzaki Tamiki
    • Organizer
      生物物理・回折構造生物学 合同研究会
    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Presentation] A sandbox model system for understanding leadership in collective motion2019

    • Author(s)
      Sulimon Sattari, Udoy Basak, Schuyler Nicholson, Jason Green, Mikito Toda, Tamiki Komatsuzaki
    • Organizer
      生物物理・回折構造生物学 合同研究会
    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Presentation] Identification of Leader(s) in a Dictyostelium Discoideum colony: An Information-theoretic Approach2019

    • Author(s)
      Udoy Sankar Basak, Sulimon Sattari, Sosuke Ito, Kazuki Horikawa, Tamiki Komatsuzaki
    • Organizer
      生物物理・回折構造生物学 合同研究会
    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
  • [Presentation] アデニレートキナーゼの一分子観察データから再構成するエネルギー地形の階層性2019

    • Author(s)
      James Nicholas Taylor, Menahem Pirchi, Gilad Haran, 小松崎 民樹
    • Organizer
      第22回理論化学討論会
    • Related Report
      2019 Annual Research Report
  • [Presentation] An Information-theoretic approach toward identifying the leader(s) and aggregation place in Dictyostelium Discoideum colony2019

    • Author(s)
      Basak Udoy Sankar, Sattari Sulimon, Horikawa Kazuki, Komatsuzaki Tamiki
    • Organizer
      第57回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] A leadership-based phase transition in a flocking model with activated and un-activated agents2019

    • Author(s)
      Sulimon Sattari, Tamiki Komatusaki, Mikito Toda, Sky Nicholson, Jason Green, Udoy Basak
    • Organizer
      第57回日本生物物理学会年会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Information theory to classify leaders and followers in collective motion2019

    • Author(s)
      Udoy S. Basak
    • Organizer
      研究会「理論と実験」2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] Raman imaging for cancer diagnosis2019

    • Author(s)
      Jean-Emmanuel Clement
    • Organizer
      研究会「理論と実験」2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] Identification of interaction radius of a group of collectively moving animals: an information-theoretic approach2019

    • Author(s)
      Udoy S. Basak
    • Organizer
      2019年度人・環境と物質をつなぐイノベーション創出ダイナミック・アライアンス 生命機能物質・デバイスシステムG3分科会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Ensemble Learning Framework for Raman Microscopic Analysis of Non-alcoholic Fatty Liver Disease2019

    • Author(s)
      Khalifa Mohammad Helal
    • Organizer
      2019年度人・環境と物質をつなぐイノベーション創出ダイナミック・アライアンス 生命機能物質・デバイスシステムG3分科会
    • Related Report
      2019 Annual Research Report
  • [Presentation] How can one bridge information science and measurement sciencThe 22nd SANKEN International Symposium The 17th SANKEN Nanotechnology International Symposium "Next Generation Science and Technology for Super Smart Society"e to accelerate the measurements?2019

    • Author(s)
      小松崎 民樹
    • Organizer
      The 22nd SANKEN International Symposium The 17th SANKEN Nanotechnology International Symposium "Next Generation Science and Technology for Super Smart Society"
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 1分子時系列情報からどのように背後の反応ネットワーク を抽出できるのか?2019

    • Author(s)
      小松崎 民樹
    • Organizer
      生命動態の理解と制御のための基盤技術の創出」研究領域 第 7 回領域会議・第 11 回数理デザイン道場
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] In combining single cell hyperspectral Raman images for the diagnosis of follicular thyroid carcinoma measured at different data2019

    • Author(s)
      Aurelien Pelissier
    • Organizer
      バイオ情報計測技術研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 1分子時系列情報からどのように背後の反応ネットワークを抽出できるのか?2019

    • Author(s)
      小松崎 民樹
    • Organizer
      「生命動態の理解と制御のための基盤技術の創出」研究領域 第 7 回領域会議・第 11 回数理デザイン道場
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] How can one bridge information science and measurement science to accelerate the measurements?2019

    • Author(s)
      小松崎 民樹
    • Organizer
      The 22nd SANKEN International Symposium The 17th SANKEN Nanotechnology International Symposium "Next Generation Science and Technology for Super Smart Society"
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Application of Singularity Theory to Material Science2018

    • Author(s)
      Hiroshi Teramoto
    • Organizer
      The 6th International Symposium on AMBITIOUS LEADER’S PROGRAM Fostering Future Leaders to Open New Frontiers in Materials Science
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Normal Forms in Singularity Theory for Geometric Classifications of Band Structures2018

    • Author(s)
      Hiroshi Teramoto
    • Organizer
      Dynamics Days Europe 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Phase Space geometry and Chemical Reaction Dynamics in Driven Systems2018

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Geometry of Chemical Reaction Dynamics in Gas and Condensed Phases
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 非対称性を利用した悪腕存在チェックアルゴリズム2018

    • Author(s)
      田畑 公次, 中村 篤祥, 小松崎 民樹
    • Organizer
      第21回情報論的学習理論ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] Revisit transition state theory: Past, Present, Future2018

    • Author(s)
      小松崎 民樹
    • Organizer
      Workshop “Trends in Computational Molecular Biophysics”
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A sandbox model system for studying leadership in collective motion2018

    • Author(s)
      Sulimon Sattari, Udoy Basak, Schuyler Nicholson, Jason Green, Mikito Toda, Tamiki Komatsuzaki
    • Organizer
      研究会「理論と実験」2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] Classification of Raman Spectra of Healthy and Cancerous Human Follicular Thyroid Cells2018

    • Author(s)
      J. Nicholas Taylor, Kentaro Mochizuki, Katsumasa Fujita, Tamiki Komatsuzaki
    • Organizer
      研究会「理論と実験」2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] ラマン計測と情報科学:情報科学は計測を迅速化できるか2018

    • Author(s)
      小松崎 民樹
    • Organizer
      第1回計測インフォマティクス研究会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Information theoretic approach to reveal singularity in biology2018

    • Author(s)
      小松崎 民樹
    • Organizer
      第56回日本生物物理学会年会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Machine Learning Approaches to Raman Micro-spectroscopic Images2018

    • Author(s)
      Helal Khalifa Mohammad, Cahyadi Harsono, Taylor J. Nicholas, Okajima Akira, Kumamoto Yasuaki, Tanaka Hideo, Harada Yoshinori, Komatsuzaki Tamiki
    • Organizer
      第56回日本生物物理学会年会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 1細胞ラマン分光イメージングと情報科学の高度融合を目指して2018

    • Author(s)
      小松崎 民樹
    • Organizer
      ImPACT合田プログラム Serendipityセミナー
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Understanding cell colony dynamics from images using velocity extraction and analysis2018

    • Author(s)
      Sulimon Sattari, Tamiki Komatsuzaki, Schuyler B. Nicholson, Jason R. Green
    • Organizer
      理研シンポジウム「細胞システムの動態と論理X」
    • Related Report
      2018 Annual Research Report
  • [Presentation] Quantification of Raman Microscopic Images of Human Thyroid Cells with Machine Learning2018

    • Author(s)
      J. Nicholas Taylor
    • Organizer
      理研シンポジウム「細胞システムの動態と論理X」
    • Related Report
      2018 Annual Research Report
  • [Presentation] 一細胞ラマン計測と情報科学の高度融合による情報計測技術2018

    • Author(s)
      小松崎 民樹
    • Organizer
      2017年度第2回バイオ単分子研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Understanding cell colony dynamics from images using velocity extraction and analysis2018

    • Author(s)
      Sulimon Sattari, Tamiki Komatsuzaki
    • Organizer
      2017年度日本生物物理学会北海道支部例会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Mulitivariate Data-driven approach to Raman Hyper-spectral Images to Diagnose Non-alcoholic Fatty Liver Disease(NAFLD)2018

    • Author(s)
      Khalifa Mohammad Helal, Harsono Cahyadi, J. Nicholas Taylor, Akira Okajima, Yasuaki Kumamoto, Hideo Tanaka, Yoshinori Harada, Tamiki Komatsuzaki
    • Organizer
      2017年度日本生物物理学会北海道支部例会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 1細胞ラマン分光イメージングと情報科学のinterdependentな融合を目指して2018

    • Author(s)
      小松崎 民樹
    • Organizer
      第65回応用物理学会春季学術講演会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 試行回数の少ない悪腕存在チェックアルゴリズム2018

    • Author(s)
      田畑 公次, 中村 篤祥, 本多 淳也, 小松崎 民樹
    • Organizer
      人工知能学会第106回人工知能基本問題研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 一細胞ラマン計測と情報科学の融合による少数性の生命科学2017

    • Author(s)
      小松崎 民樹
    • Organizer
      2017年度生命科学系学会合同年次大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Predicting Biological Cell Aggregation Using Scalable Random Forest Decision Trees2017

    • Author(s)
      Sulimon Sattari, Tamiki Komatsuzaki
    • Organizer
      The 18th RIES-Hokudai International Symposium
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Apparent Nonequilibrium Behavior in Single-Molecule FRET Time-Series Induced by Photophysics2017

    • Author(s)
      J. Nicholas Taylor, Tamiki Komatsuzaki
    • Organizer
      The 18th RIES-Hokudai International Symposium
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bad Arm Existence Checking Algorithm2017

    • Author(s)
      Koji Tabata, Atsuyoshi Nakamura, Tamiki Komatsuzaki
    • Organizer
      The 18th RIES-Hokudai International Symposium
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Raman Microscopic Image Analysis based on Information-theoretic Approach2017

    • Author(s)
      Khalifa Mohammad Helal, Harsono Cahyadi, J. Nicholas Taylor, Akira Okajima, Yauaki Kumamoto, Hideo Tanaka, Yoshinori Harada, Tamiki Komatsuzaki
    • Organizer
      The 18th RIES-Hokudai International Symposium
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ラマン分光イメージング計測と情報科学との高度融合2017

    • Author(s)
      小松崎民樹, 中村篤祥, 藤田克昌, 原田義規
    • Organizer
      2017年度 人・環境と物質をつなぐイノベーション創出 ダイナミックアライアンスG3分科会ー異分野融合とイノベーション創出を目指してー
    • Related Report
      2017 Annual Research Report
  • [Presentation] ラマン分光イメージングにおける情報計測技術の展開2017

    • Author(s)
      小松崎 民樹
    • Organizer
      基盤(S) 離散構造処理系プロジェクト 「2017年度 秋のワークショップ」
    • Related Report
      2017 Annual Research Report
  • [Presentation] グレイゾーン幅を利用した悪腕存在チェックアルゴリズム2017

    • Author(s)
      田畑 公次, 中村 篤祥, 本多 淳也, 小松崎 民樹
    • Organizer
      第20回情報論的学習理論ワークショップ
    • Related Report
      2017 Annual Research Report
  • [Presentation] How one can extract energy landscape from single molecule time series under the existence of noise?2017

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      The 2nd Korea-Japan Joint Symposium on Single-Molecule Biophysics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] ラマンスペクトルで細胞の病態を分ける-PCAとランダムフォレストを用いて-2017

    • Author(s)
      山田 寛子, 田畑 公次, Khalifa Mohammad Helal, Harsono Cahyadi, J. Nicholas Taylor, 伊藤 創祐, 熊本 康昭, 田中 秀央, 原田 義規, 小松﨑 民樹
    • Organizer
      研究会「理論と実験」2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] How can one quantify singularity in cells from Single Cell Raman Imaging?2017

    • Author(s)
      小松崎 民樹
    • Organizer
      第55回日本生物物理学会年会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Information-theoretical data analysis approaches to Raman micro-spectroscopic images2017

    • Author(s)
      Helal Khalifa mohammad, Cahyadi Harsono, Taylor J. nicholas, Okajima Akira, Kumamoto Yasuaki, Tanaka Hideo, Harada Yoshinori, Komatsuzaki Tamiki
    • Organizer
      第11回分子科学討論会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Energy landscapes learned from single molecule FRET time series: 'Role of Photobleaching2017

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Deciphering complex energy landscape and kinetic network from single molecules to cells: a new challenge to make theories meet experiments
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Data-driven mathematics in single cell Raman imaging2017

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Telluride Workshop on The Complexity of Dynamics and Kinetics from Single Molecules to Cells
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Global Transition States in Reaction Network2017

    • Author(s)
      Tamiki Komatsuzaki
    • Organizer
      Telluride Workshop on Chemistry & Dynamics in Complex Environments
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 一細胞ラマン計測と情報科学の融合による細胞診断2017

    • Author(s)
      小松崎 民樹
    • Organizer
      2017年度人工知能学会全国大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] タンパク質一分子の粘弾性挙動を記述する方程式と内部摩擦の考察2017

    • Author(s)
      田宮 裕治
    • Organizer
      理研シンポジウム「細胞システムの動態と論理IX」
    • Related Report
      2017 Annual Research Report
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    • Author(s)
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    • Author(s)
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URL: 

Published: 2017-04-28   Modified: 2023-01-30  

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