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Shiga Motoki  志賀 元紀

… Alternative Names

SHIGA Motoki  志賀 元紀

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Researcher Number 20437263
Other IDs
  • ORCIDhttps://orcid.org/0000-0003-2434-4716
Affiliation (Current) 2022: 東北大学, 未踏スケールデータアナリティクスセンター, 教授
Affiliation (based on the past Project Information) *help 2017 – 2021: 岐阜大学, 工学部, 准教授
2013 – 2016: 岐阜大学, 工学部, 助教
2008 – 2009: Kyoto University, 化学研究所, 助教
Review Section/Research Field
Principal Investigator
Intelligent informatics / Bioinformatics/Life informatics / Statistical science / Science and Engineering / Basic Section 61030:Intelligent informatics-related / Transformative Research Areas, Section (II)
Except Principal Investigator
Intelligent informatics / Science and Engineering / Transformative Research Areas, Section (II) / Medium-sized Section 26:Materials engineering and related fields / Basic Section 21050:Electric and electronic materials-related
Keywords
Principal Investigator
機械学習 / 非負値行列分解 / バイオインフォマティクス / クラスタリング / データマイニング / 半教師あり学習 / 行列分解 / 生物ネットワーク / 遺伝子機能解析 / 教師有り学習 … More / データ統合 / 遺伝子発現量 / 遺伝子ネットワーク / 頻出パターンマイニング / 統計的検定 / クラスタ解析 / スパース正則化 / 変分ベイズ学習 / 特徴選択 / 教師あり学習 / 走査型電子顕微鏡 / 材料設計 / 教師なし学習 / テンソル分解 / ベイズ最適化 / マテリアルズインフォマティクス / スペクトルイメージ解析 / セーフスクリーニング / スペクトルイメージ / モデル選択 / スペクトルイメージング / エピゲノム解析 / ガラス / 中距離秩序 / 量子化学 / 大規模系計算 / マテリアルズ・インフォマティクス / 原子像再生 / 位相的データ解析 / 材料情報学 … More
Except Principal Investigator
機械学習 / 人工知能 / 知識発見とデータマイニング / グラフマイニング / 生体生命情報学 / ゲノム / プロテオーム / マテリアルズインフォマティクス / 超秩序構造 / 欠陥 / アモルファス / 原子分解能ホログラフィー / 量子ビーム / ナノ材料物性 / 蛍光X線分光 / 電子エネルギー損失分光 / 複合分光 / 光吸収 / 光学データベース / 第一原理計算 / 光吸収係数 / MgTi2S5 / 巨大光吸収 / 光吸収半導体 / データベース / 高存在元素 / 巨大光吸収半導体 Less
  • Research Projects

    (11 results)
  • Research Products

    (83 results)
  • Co-Researchers

    (33 People)
  •  ナノ電子プローブ実・逆空間走査による統合データ駆動型材料物性解析

    • Principal Investigator
      武藤 俊介
    • Project Period (FY)
      2021 – 2024
    • Research Category
      Grant-in-Aid for Scientific Research (A)
    • Review Section
      Medium-sized Section 26:Materials engineering and related fields
    • Research Institution
      Nagoya University
  •  High-order many body correlation analysis of network forming glass based on comprehensive integration of experimental, theoretical and data sciencesPrincipal Investigator

    • Principal Investigator
      志賀 元紀
    • Project Period (FY)
      2020 – 2022
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61030:Intelligent informatics-related
    • Research Institution
      Gifu University
  •  Supervision and research support based on a platform for hyper-ordered structures science

    • Principal Investigator
      林 好一
    • Project Period (FY)
      2020 – 2024
    • Research Category
      Grant-in-Aid for Transformative Research Areas (A)
    • Review Section
      Transformative Research Areas, Section (II)
    • Research Institution
      Nagoya Institute of Technology
  •  Comprehensive analysis of hyper-ordered structures based on mathematics and informaticsPrincipal Investigator

    • Principal Investigator
      志賀 元紀
    • Project Period (FY)
      2020 – 2024
    • Research Category
      Grant-in-Aid for Transformative Research Areas (A)
    • Review Section
      Transformative Research Areas, Section (II)
    • Research Institution
      Gifu University
  •  AIを導入したマテリアルズインフォマティクスによる巨大光吸収半導体の開発

    • Principal Investigator
      藤原 裕之
    • Project Period (FY)
      2019 – 2022
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 21050:Electric and electronic materials-related
    • Research Institution
      Gifu University
  •  Development of machine learning methods for materials informatics

    • Principal Investigator
      Tsuda Koji
    • Project Period (FY)
      2016 – 2017
    • Research Category
      Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)
    • Review Section
      Science and Engineering
    • Research Institution
      The University of Tokyo
  •  Machine learning with effective integration of multiple datasetsPrincipal Investigator

    • Principal Investigator
      Motoki Shiga
    • Project Period (FY)
      2016 – 2019
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Research Field
      Intelligent informatics
    • Research Institution
      Gifu University
  •  材料設計における効率的スクリーニングのための機械学習法Principal Investigator

    • Principal Investigator
      志賀 元紀
    • Project Period (FY)
      2014 – 2015
    • Research Category
      Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)
    • Review Section
      Science and Engineering
    • Research Institution
      Gifu University
  •  Statistical Machine Learning with Heterogeneous Auxiliary InformationPrincipal Investigator

    • Principal Investigator
      SHIGA Motoki
    • Project Period (FY)
      2013 – 2015
    • Research Category
      Grant-in-Aid for Young Scientists (B)
    • Research Field
      Statistical science
      Intelligent informatics
    • Research Institution
      Gifu University
  •  Estimating data structure embedded in semi-structured data

    • Principal Investigator
      Mamitsuka Hiroshi
    • Project Period (FY)
      2012 – 2015
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Research Field
      Intelligent informatics
    • Research Institution
      Kyoto University
  •  Integrative data mining for analyzing biological networksPrincipal Investigator

    • Principal Investigator
      SHIGA Motoki
    • Project Period (FY)
      2008 – 2009
    • Research Category
      Grant-in-Aid for Young Scientists (B)
    • Research Field
      Bioinformatics/Life informatics
    • Research Institution
      Kyoto University

All 2020 2019 2018 2017 2016 2015 2014 2013 2012 2009 2008 Other

All Journal Article Presentation Book

  • [Book] Nanoinformatics (Ch. 9 "High Spatial Resolution Hyperspectral Imaging with Machine-Learning Techniques")2018

    • Author(s)
      Motoki Shiga, Shunsuke Muto
    • Total Pages
      25
    • Publisher
      Springer
    • ISBN
      9789811076176
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] Application of machine learning techniques to electron microscopic/spectroscopic image data analysis2020

    • Author(s)
      Shunsuke Muto, Motoki Shiga
    • Journal Title

      Microscopy

      Volume: 69 Pages: 110-122

    • DOI

      10.1093/jmicro/dfz036

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-16H02866, KAKENHI-PLANNED-19H05815
  • [Journal Article] 7.統計的機械学習に基づく低カウントのスペクトルイメージ解析2020

    • Author(s)
      志賀 元紀, 武藤 俊介
    • Journal Title

      Denki Kagaku

      Volume: 88 Issue: 1 Pages: 42-46

    • DOI

      10.5796/denkikagaku.20-fe0008

      10.5796/denkikagaku.20-FE0008

    • NAID

      130007806106

    • ISSN
      2433-3255, 2433-3263
    • Language
      Japanese
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] Extraordinary Strong Band‐Edge Absorption in Distorted Chalcogenide Perovskites2020

    • Author(s)
      Nishigaki Yukinori、Nagai Takayuki、Nishiwaki Mitsutoshi、Aizawa Takuma、Kozawa Masayuki、Hanzawa Kota、Kato Yoshitsune、Sai Hitoshi、Hiramatsu Hidenori、Hosono Hideo、Fujiwara Hiroyuki
    • Journal Title

      Solar RRL

      Volume: 4 Pages: 1900555-1900555

    • DOI

      10.1002/solr.201900555

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-19K23507, KAKENHI-PROJECT-20K15170, KAKENHI-PROJECT-19H02167
  • [Journal Article] Mining Physical/Chemical Properties from Nano-Scale Areas Using STEM Spectroscopic Methods and Informatics Techniques2019

    • Author(s)
      Shunsuke Muto, Jakob Spiegelberg, Motoki Shiga, Masahiro Ohtsuka, Jan Rusz
    • Journal Title

      Proceedings on the 10th Pacific Rim International Conference on Advanced Materials and Processing

      Volume: 無 Pages: 720-729

    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] Estimation of material parameters based on precipitate shape: efficient identification of low-error region with Gaussian process modeling2019

    • Author(s)
      Tsukada Yuhki、Takeno Shion、Karasuyama Masayuki、Fukuoka Hitoshi、Shiga Motoki、Koyama Toshiyuki
    • Journal Title

      Scientific Reports, 9, 15794, 2019.

      Volume: 9 Pages: 15794-15794

    • DOI

      10.1038/s41598-019-52138-0

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-ORGANIZER-18H05450, KAKENHI-PLANNED-18H05454, KAKENHI-PROJECT-16H02866
  • [Journal Article] Non-negative Matrix Factorization and Its Extensions for Spectral Image Data Analysis2019

    • Author(s)
      Motoki Shiga, Shunsuke Muto
    • Journal Title

      e-Journal of Surface Science and Nanotechnology

      Volume: 17 Pages: 148-154

    • DOI

      10.1380/ejssnt.2019.148

    • NAID

      130007710083

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-16H02866, KAKENHI-PLANNED-19H05815
  • [Journal Article] Statistical Machine Learning for Spectral Data Analysis2019

    • Author(s)
      志賀元紀
    • Journal Title

      Materia Japan

      Volume: 58 Issue: 1 Pages: 23-28

    • DOI

      10.2320/materia.58.23

    • NAID

      130007541715

    • ISSN
      1340-2625, 1884-5843
    • Language
      Japanese
    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] Exploring a potential energy surface by machine learning for characterizing atomic transport2018

    • Author(s)
      Kanamori Kenta、Toyoura Kazuaki、Honda Junya、Hattori Kazuki、Seko Atsuto、Karasuyama Masayuki、Shitara Kazuki、Shiga Motoki、Kuwabara Akihide、Takeuchi Ichiro
    • Journal Title

      Physical Review B

      Volume: 97 Pages: 125124-125124

    • DOI

      10.1103/physrevb.97.125124

    • Peer Reviewed
    • Data Source
      KAKENHI-PLANNED-16H00736, KAKENHI-PLANNED-25106008, KAKENHI-PROJECT-17H00758, KAKENHI-PROJECT-16H02866, KAKENHI-PROJECT-17H04694, KAKENHI-PROJECT-17H04948
  • [Journal Article] Informatics-Aided Raman Microscopy for Nanometric 3D Stress Characterization2018

    • Author(s)
      Wang Hongxin、Zhang Han、Da Bo、Shiga Motoki、Kitazawa Hideaki、Fujita Daisuke
    • Journal Title

      The Journal of Physical Chemistry C

      Volume: 122 Pages: 7187-7193

    • DOI

      10.1021/acs.jpcc.7b12415

    • Peer Reviewed
    • Data Source
      KAKENHI-PLANNED-16H00736, KAKENHI-PROJECT-16H02866
  • [Journal Article] A crowdsourced analysis to identify ab initio molecular signatures predictive of susceptibility to viral infection2018

    • Author(s)
      Slim Fourati, ..., Motoki Shiga, ..., Solveig K Sieberts
    • Journal Title

      Nature Communications

      Volume: 9 Pages: 4418-4418

    • DOI

      10.1038/s41467-018-06735-8

    • Peer Reviewed / Open Access / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] 多変量解析を利用したTOF-SIMSイメージデータフュージョンとスパースモデリングおよび機械学習によるTOF-SIMSスペクトル解析2018

    • Author(s)
      石倉航, 高橋一真, 山岸崇之, 青木弾, 福島和彦, 志賀元紀, 青柳里果
    • Journal Title

      Journal of Surface Analysis

      Volume: 25 Pages: 103-114

    • NAID

      130007806258

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] Time variations of the radial velocity of H2O masers in the semi-regular variable R CRT2017

    • Author(s)
      Hiroshi Sudou、Motoki Shiga、Toshihiro Omodaka、Chihiro Nakai、Kazuki Ueda、Hiroshi Takaba
    • Journal Title

      Journal of The Korean Astronomical Society

      Volume: 50 Pages: 157-165

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Journal Article] Matrix Factorization for Automatic Chemical Mapping from Electron Microscopic Spectral Imaging Datasets2016

    • Author(s)
      Motoki Shiga, Shunsuke Muto, Kazuyoshi Tatsumi, Koji Tsuda
    • Journal Title

      Trans. Mat. Res. Soc. Japan

      Volume: 41 Issue: 4 Pages: 333-336

    • DOI

      10.14723/tmrsj.41.333

    • NAID

      130005172417

    • ISSN
      1382-3469, 2188-1650
    • Language
      English
    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PLANNED-16H00736, KAKENHI-PLANNED-25106004, KAKENHI-PROJECT-26249096, KAKENHI-PROJECT-16H02866
  • [Journal Article] A machine learning-based selective sampling procedure for identifying the low energy region in a potential energy surface: a case study on proton conduction in oxides2016

    • Author(s)
      K. Toyoura, D. Hirano, A. Seko, M. Shiga, A. Kuwabara, M. Karasuyama, K. Shitara, and I. Takeuchi
    • Journal Title

      Physical Review B

      Volume: 93 Pages: 0-0

    • DOI

      10.1103/physrevb.93.054112

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PLANNED-25106008, KAKENHI-PUBLICLY-26106510, KAKENHI-PUBLICLY-26106513
  • [Journal Article] Sparse modeling of EELS and EDX spectral imaging data by nonnegative matrix factorization2016

    • Author(s)
      Motoki Shiga, Kazuyoshi Tatsumi, Shunsuke Muto, Koji Tsuda, Yuta Yamamoto, Toshiyuki Mori, Takayoshi Tanji
    • Journal Title

      Ultramicroscopy

      Volume: 170 Pages: 43-59

    • DOI

      10.1016/j.ultramic.2016.08.006

    • Peer Reviewed / Acknowledgement Compliant / Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-16H00736, KAKENHI-PUBLICLY-16H01544, KAKENHI-PLANNED-25106004, KAKENHI-PROJECT-26249096, KAKENHI-PROJECT-16H02866
  • [Journal Article] Two-step feature selection for predicting survival time of patients with metastatic castrate resistant prostate cancer2016

    • Author(s)
      Motoki Shiga
    • Journal Title

      F1000 Research

      Volume: XX

    • Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Journal Article] Non-negative Matrix Factorization with Auxiliary Information on Overlapping Groups.2015

    • Author(s)
      Motoki Shiga, Hiroshi Mamitsuka
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering

      Volume: 27 Pages: 1615-1628

    • DOI

      10.1109/tkde.2014.2373361

    • NAID

      120005663300

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25870322, KAKENHI-PROJECT-24300054
  • [Journal Article] ナノ電子顕微分光における情報処理技法の応用2015

    • Author(s)
      武藤 俊介, 志賀 元紀, 巽 一厳, 津田 宏治
    • Journal Title

      日本セラミックス協会 「セラミックス」

      Volume: 50 Pages: 527-530

    • Acknowledgement Compliant
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Journal Article] Direct Conditional Probability Density Estimation with Sparse Feature Selection2015

    • Author(s)
      Motoki Shiga, Voot Tangkaratt, Masashi Sugiyama
    • Journal Title

      Machine Learning

      Volume: 100 Pages: 161-182

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Journal Article] Detecting differentially coexpressed genes from labeled expression data: a brief review2014

    • Author(s)
      Kayano, M., Shiga, M. and Mamitsuka, H.
    • Journal Title

      IEEE/ACM Transactions on Computational Biology and Bioinformatics

      Volume: 11 Pages: 154-167

    • DOI

      10.1109/tcbb.2013.2297921

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-24300054, KAKENHI-PROJECT-24700290
  • [Journal Article] Variational Bayes Co-clustering with Auxiliary Information2013

    • Author(s)
      Motoki Shiga, Hiroshi Mamitsuka
    • Journal Title

      Proc. of the 4th MultiClust Workshop on Multiple Clusterings, Multi-view Data, and Multi-source Knowledge-driven Clustering (MultiClust2013)

    • DOI

      10.1145/2501006.2501012

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Journal Article] A Variational Bayesian Framework for Clustering with Multiple Graphs2012

    • Author(s)
      Shiga, M. and Mam i tsuka, H.
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering

      Volume: 24 Pages: 577-590

    • DOI

      10.1109/tkde.2010.272

    • NAID

      120004007455

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-24300054
  • [Journal Article] Annotating Gene Functions with Integrative Spectral Clustering on Microarray Expressions and Sequences2009

    • Author(s)
      Limin Li, Motoki Shiga, Wai-ki Ching, Hiroshi Mamitsuka
    • Journal Title

      Genome Informatics vol.22

      Pages: 95-120

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Journal Article] Efficiently finding genome-wide three-way gene interactions from transcript- and genotype-data2009

    • Author(s)
      Mitsunori Kayano, Ichigaku Takigawa, Motoki Shiga, Koji Tsuda, Hiroshi Mamitsuka
    • Journal Title

      Bioinformatics vol.25

      Pages: 2735-2743

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Journal Article] Efficiently finding genome-wide three-way geneinteractions from transcript- and genotype-data2009

    • Author(s)
      Kayano M., Takigawa I., Shiga M., Tsuda K., Mamitsuka H.
    • Journal Title

      Bioinformatics 25

      Pages: 2735-2743

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Journal Article] Annotating Gene Functions with Integrative Spectral Clustering on Microarray Expressions and Sequences2009

    • Author(s)
      li L., Shiga M., Ching W., Mamitsuka H.
    • Journal Title

      Genome Informatics 22

      Pages: 95-120

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Journal Article] Mining significant tree patterns in carbohydrate sugar chains2008

    • Author(s)
      Kosuke Hashimoto, Ichigaku Takigawa, Motoki Shiga, Minoru Kanehisa, Hiroshi Mamitsuka
    • Journal Title

      Bioinformatics vol.24

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Journal Article] Mining significant tree patterns in carbohydrate sugar chains2008

    • Author(s)
      K. Hashimoto, I. Takigawa, M. Shiga, M. Kanehisa. H. Mamitsuka
    • Journal Title

      Bioinformatics 24

      Pages: 167-173

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] スペクトルイメージ解析のための統計的機械学習2019

    • Author(s)
      志賀元紀
    • Organizer
      プラスチック成形加工学会の第167回講演会
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 強化学習におけるVariational Information Maximizing Explorationに基づく状態探索の効率化2019

    • Author(s)
      土井一輝, 大川慧悟, 志賀元紀
    • Organizer
      情報論的学習理論と機械学習研究会
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] Statistical Machine Learning for Spectrum Imaging Data Analysis2019

    • Author(s)
      Motoki Shiga, Shunsuke Muto
    • Organizer
      Materials Research Meeting 2019
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] オングストロームビーム電子回折イメージングを用いた非晶質構造の網羅的解析2019

    • Author(s)
      志賀元紀, 平田秋彦, 小原真司, 小野寺陽平
    • Organizer
      日本顕微鏡学会・第75回学術講演会
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 微細構造計測データ解析のための統計的機械学習2019

    • Author(s)
      志賀元紀
    • Organizer
      原子分解能ホログラフィー研究会・機能性材料ナノスケール原子相関合同研究会
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 微細構造計測データ解析のための統計的機械学習2019

    • Author(s)
      志賀元紀
    • Organizer
      第3回計測インフォマティクス研究会
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 走査透過型電子顕微鏡データ解析のための機械学習法2018

    • Author(s)
      志賀元紀
    • Organizer
      応用物理学会秋季学術講演会特別シンポジウム
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] マルコフネットワーク構造変化検出におけるスパースKLIEPモデルのセーフスクリーニング2018

    • Author(s)
      佐藤浩基, 志賀元紀, 山田誠
    • Organizer
      第21回情報論的学習理論ワークショップ
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] Automatic Spectral Imaging Analysis Based on Machine Learning2018

    • Author(s)
      Motoki Shiga, Shunsuke Muto
    • Organizer
      The 8th International Workshop on Electron Energy Loss Spectroscopy and Related Techniques (EDGE 2017: Enhanced Data Generated by Electrons)
    • Int'l Joint Research
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] Statistical Machine Learning for Microscopy Data Analysis2018

    • Author(s)
      Motoki Shiga
    • Organizer
      14th International Conference on Atomically Controlled Surfaces, Interfaces and Nanostructures and 26th International Colloquium on Scanning Probe Microscopy
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] スペクトルデータ解析のための統計的機械学習2018

    • Author(s)
      志賀元紀
    • Organizer
      合同シンポジウム(「第二回 先端計測インフォマティクス・ワークショップ」「NIMS先端計測シンポジウム 2018」)
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 統計的機械学習を用いたスペクトルイメージ解析2018

    • Author(s)
      志賀元紀
    • Organizer
      顕微ナノ・表面科学・SPM合同シンポジウム
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] Statistical Machine Learning for Spectrum Image Data Analysis2018

    • Author(s)
      Motoki Shiga
    • Organizer
      The 19th KIM-JIM Symposium -Recent Advances in Artificial Intelligence and Simulations in Materials Science and Engineering-
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 統計的機械学習を用いたスペクトルイメージ解析2018

    • Author(s)
      志賀元紀
    • Organizer
      顕微ナノ・表面科学・SPM合同シンポジウム
    • Invited
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] スペクトラムイメージ解析のための統計的機械学習法2018

    • Author(s)
      志賀元紀
    • Organizer
      第31回日本放射光学会年会・放射光科学合同シンポジウム
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] スペクトルデータ解析のための統計的機械学習2018

    • Author(s)
      志賀元紀
    • Organizer
      合同シンポジウム(「第二回 先端計測インフォマティクス・ワークショップ」「NIMS先端計測シンポジウム 2018」)
    • Invited
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] 統計的機械学習に基づくスペクトラムイメージ解析2018

    • Author(s)
      志賀元紀
    • Organizer
      2017年真空・表面科学合同講演会・:データ駆動表面科学研究部会セッション
    • Invited
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] スペクトルイメージ解析のための統計的機械学習2018

    • Author(s)
      志賀元紀
    • Organizer
      日本顕微鏡学会「様々なイメージング技術研究部会」第6回研究会
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] スペクトラムイメージ解析のための統計的機械学習法2018

    • Author(s)
      志賀元紀
    • Organizer
      第31回日本放射光学会年会・放射光科学合同シンポジウム
    • Invited
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] アクセプター添加BaZrO3におけるドーパントおよび酸素欠損の固溶状態に関する第一原理計算2018

    • Author(s)
      桑原彰秀, 志賀元紀, クレイグ フィッシャー, 森分博紀
    • Organizer
      日本金属学会2017年秋季(第161回)講演大会
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] 機械学習に基づくスペクトラムイメージング解析2017

    • Author(s)
      志賀元紀
    • Organizer
      第1回 構造イメージングと情報処理研究会
    • Place of Presentation
      仙台市 東北大学原子分子材料科学高等研究機構
    • Year and Date
      2017-02-06
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] 機械学習によるTOF-SIMSデータ解析のための様式2017

    • Author(s)
      青柳里果, 志賀元紀, 石倉航
    • Organizer
      2017年度 実用表面分析講演会
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 部分サンプリングに基づく特徴選択を用いたウイルス感染の予測法2017

    • Author(s)
      佐藤浩基, 志賀元紀
    • Organizer
      2017年度人工知能学会全国大会
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] Automatic Spectral Imaging Analysis Based on Machine Learning2017

    • Author(s)
      Motoki Shiga, Shunsuke Muto
    • Organizer
      The 8th International Workshop on Electron Energy Loss Spectroscopy and Related Techniques
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 統計的機械学習に基づくスペクトラムイメージ解析2017

    • Author(s)
      志賀元紀
    • Organizer
      2017年真空・表面科学合同講演会・データ駆動表面科学研究部会セッション
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 統計的機械学習に基づく走査型電子顕微鏡データ解析2017

    • Author(s)
      志賀元紀
    • Organizer
      ワークショップ「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」
    • Place of Presentation
      つくば市 物質・材料研究機構
    • Invited
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] スペクトルイメージデータ解析のための統計的機械学習法2017

    • Author(s)
      志賀元紀, 武藤俊介
    • Organizer
      マイクロビームアナリシス第141委員会第169回研究会
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 統計的機械学習に基づく走査型電子顕微鏡データ解析2017

    • Author(s)
      志賀元紀
    • 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
    • Place of Presentation
      つくば市 物質・材料研究機構
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 統計的機械学習による物質材料データ解析2016

    • Author(s)
      志賀元紀
    • Organizer
      日本金属学会・日本鉄鋼協会東海支部 若手材料研究会・技術交流フォーラム
    • Place of Presentation
      東海市 新日鐵住金株式会社名古屋製鐵所公園クラブ
    • Invited
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] 走査型電子顕微鏡データ解析のための非負値行列分解2016

    • Author(s)
      志賀元紀, 武藤俊介, 巽一厳, 津田宏治
    • Organizer
      日本応用数理学会2016年度年会
    • Place of Presentation
      北九州市北九州国際会議場
    • Year and Date
      2016-09-12
    • Invited
    • Data Source
      KAKENHI-PLANNED-16H00736
  • [Presentation] 走査型電子顕微鏡データ解析のための非負値行列分解2016

    • Author(s)
      志賀元紀, 武藤俊介, 巽一厳, 津田宏治
    • Organizer
      日本応用数理学会2016年度年会
    • Place of Presentation
      北九州市 北九州国際会議場,
    • Year and Date
      2016-09-12
    • Data Source
      KAKENHI-PROJECT-16H02866
  • [Presentation] Current progress in a data mining technique applying to digital spectral image datasets2015

    • Author(s)
      Shunsuke Muto, Motoki Shiga, Kazuyoshi Tatsumi, Koji Tsuda
    • Organizer
      The 10th International Symposium on Atomic Level Characterizations for New Materials and Devices
    • Place of Presentation
      くにびきメッセ, 松江
    • Year and Date
      2015-10-25
    • Int'l Joint Research
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] ガウス過程を用いた選択的サンプリングとその材料分野への応用2015

    • Author(s)
      平野大輔, 豊浦和明, 世古敦人, 志賀元紀, 桑原彰秀, 烏山昌幸, 設楽一希, 竹内一郎
    • Organizer
      第18回情報論的学習理論ワークショップ
    • Place of Presentation
      つくば国際会議場, つくば
    • Year and Date
      2015-11-25
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] Nonnegative Matrix Factorization for Spectral Imaging Data Analysis2015

    • Author(s)
      Motoki Shiga, Shunsuke Muto, Kazuyoshi Tatsumi, Koji Tsuda
    • Organizer
      International Meeting on “High-Dimensional Data Driven Science”
    • Place of Presentation
      メルパルク京都, 京都
    • Year and Date
      2015-12-14
    • Int'l Joint Research
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] Direct Conditional Probability Density Estimation with Sparse Feature Selection2015

    • Author(s)
      Motoki Shiga, Voot Tangkaratt, Masashi Sugiyama
    • Organizer
      European Conference on 25th Machine Learning and 18th Principles and Practice of Knowledge Discovery in Databases
    • Place of Presentation
      Porto, Portugal
    • Year and Date
      2015-09-07
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Presentation] 走査型電子顕微鏡データ解析のためのスパース制約に基づく非負値行列分解法2015

    • Author(s)
      志賀元紀, 巽一厳, 津田宏治, 武藤俊介
    • Organizer
      日本金属学会 2015年秋期公園大会
    • Place of Presentation
      九州大学 伊都キャンパス, 福岡
    • Year and Date
      2015-09-16
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Presentation] 材料設計における効率的スクリーニングのための機械学習法2015

    • Author(s)
      志賀元紀
    • Organizer
      科研費・新学術領域研究「ナノ構造情報のフロンティア開拓」第2回公開シンポジウム
    • Place of Presentation
      名古屋大学東山キャンパス、名古屋
    • Year and Date
      2015-03-11
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] 材料科学分野における統計的機械学習2015

    • Author(s)
      志賀元紀, 巽一厳, 津田宏治, 武藤俊介
    • Organizer
      第25回日本Materials Research Society年次大会
    • Place of Presentation
      横浜市情報文化センター, 横浜
    • Year and Date
      2015-12-08
    • Invited
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] 走査型電子顕微鏡データ解析のためのスパース制約に基づく非負値行列分解法2015

    • Author(s)
      志賀元紀, 巽一厳, 津田宏治, 武藤俊介
    • Organizer
      日本金属学会 2015秋期講演大会
    • Place of Presentation
      九州大学 伊都キャンパス, 福岡
    • Year and Date
      2015-09-16
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] 機械学習に関する最適化問題2014

    • Author(s)
      志賀元紀
    • Organizer
      日本オペレーションズ・リサーチ学会・中部支部研究会
    • Place of Presentation
      名古屋工業大学、名古屋
    • Year and Date
      2014-10-25
    • Invited
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Presentation] 多様な特徴量に基づく目的変数予測のための統計的機械学習2014

    • Author(s)
      志賀元紀
    • Organizer
      日本化学会情報科学部会主催 第二回若手の会
    • Place of Presentation
      日本化学会化学会館, 東京
    • Year and Date
      2014-11-29
    • Invited
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Presentation] 材料設計における効率的スクリーニングのための機械学習法2014

    • Author(s)
      志賀元紀
    • Organizer
      科研費・新学術領域研究「ナノ構造情報のフロンティア開拓」第3回領域会議
    • Place of Presentation
      メルパルク京都、京都
    • Year and Date
      2014-06-18
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] Variational Bayes Co-clustering with Auxiliary Information2013

    • Author(s)
      Shiga, M. and Mamitsuka, H.
    • Organizer
      4th MultiClust Workshop on Multiple Clusterings, Multi-view Data, and Multi-source Knowledge-driven Clustering (MultiClust 2013)
    • Place of Presentation
      Chicago, IL, USA
    • Data Source
      KAKENHI-PROJECT-24300054
  • [Presentation] Non-negative Matrix Factorization with Auxiliary Information2013

    • Author(s)
      Motoki Shiga, Hiroshi Mamitsuka
    • Organizer
      2013 Sapporo Workshop on Machine Learning and Applications to Biology
    • Place of Presentation
      Sapporo, Japan
    • Data Source
      KAKENHI-PROJECT-25870322
  • [Presentation] Analyzing Histone Codes by a Computational Approach2009

    • Author(s)
      Natsume-Kitatani Y., Shiga M., Mamitsuka H.
    • Organizer
      International Conference on Genome Informatics
    • Place of Presentation
      横浜(日本)
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] Annotating Gene Functions with Integrative Spectral Clustering on Microarray Expressions and Sequences2009

    • Author(s)
      Limin Li, Motoki Shiga, Wai-ki Ching, Hiroshi Mamitsuka
    • Organizer
      The 9th Annual International Workshop on Bioinformatics and Systems Biology
    • Place of Presentation
      Boston, MA, USA
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] Annotating Gene Functions With Integrative Spectral Clustering on Microarray Expressions and Sequences2009

    • Author(s)
      Li Limin, Shiga M., Ching W., Mamitsuka H
    • Organizer
      International Workshop on Bioinformatics and Systems Biology
    • Place of Presentation
      Boston (USA)
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] Annotating Gene Functions by Spectral Clustering for Combining Gene Expressions and Sequences2009

    • Author(s)
      Li Limin, Shiga M., Ching W., Mamitsuka H
    • Organizer
      International Conference on Genome Informatics
    • Place of Presentation
      横浜(日本)
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] Annotating Gene Functions by Spectral Clustering for Combining Gene Expressions and Sequences2009

    • Author(s)
      Limin Li, Motoki Shiga, Wai-ki Ching, Hiroshi Mamitsuka
    • Organizer
      The 20th International Conference on Genome Informatics (GIW)
    • Place of Presentation
      Yokohama, Japan
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] Genome-Wide Three-Way Gene Interactions from Transcript and Genotype Data2009

    • Author(s)
      Kayano M., Takigawa I., Shiga M., Tsuda K., Mamitsuka H.
    • Organizer
      International Conference on Genome Informatics
    • Place of Presentation
      横浜(日本)
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] Association of SNPs with multiple genes using a nonlinear regression model2008

    • Author(s)
      M. Kayana, I. Takigawa, M. Shiga K. Tsuda, H. Mamitsuka
    • Organizer
      The 2008 Annual Conference of the Japanese Society for Bioinformatics
    • Place of Presentation
      大阪
    • Year and Date
      2008-12-16
    • Data Source
      KAKENHI-PROJECT-20700269
  • [Presentation] STEM-EELSスペクトラムイメージ解析のための非負値行列分解法

    • Author(s)
      志賀元紀, 津田宏治, 武藤俊介
    • Organizer
      日本金属学会 2014秋期講演大会
    • Place of Presentation
      名古屋大学東山キャンパス、名古屋
    • Year and Date
      2014-09-24 – 2014-09-26
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] 電子分光スペクトラムイメージ解析のための非負値行列分解

    • Author(s)
      巽一厳, 武藤俊介, 志賀元紀, 津田宏治
    • Organizer
      科研費・新学術領域「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」2014年度公開シンポジウム
    • Place of Presentation
      東京工業大学すずかけキャンパス、横浜市
    • Year and Date
      2014-12-15 – 2014-12-17
    • Data Source
      KAKENHI-PUBLICLY-26106510
  • [Presentation] 材料設計における効率的スクリーニングのための機械学習法

    • Author(s)
      志賀元紀
    • Organizer
      科研費・新学術領域研究「ナノ構造情報のフロンティア開拓」第2回若手の会
    • Place of Presentation
      淡路島夢舞台国際会議場、淡路市
    • Year and Date
      2014-07-27 – 2014-07-28
    • Data Source
      KAKENHI-PUBLICLY-26106510
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