Shiga Motoki 志賀元紀

… Alternative Names

Researcher Number	20437263
Other IDs	https://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 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

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

1. Tsuda Koji (90357517)

# of Collaborated Projects: 2 results

# of Collaborated Products: 3 results
2. 小原真司 (90360833)

# of Collaborated Projects: 2 results

# of Collaborated Products: 0 results
3. 松下智裕 (10373523)

# of Collaborated Projects: 2 results

# of Collaborated Products: 0 results
4. Mamitsuka Hiroshi (00346107)

# of Collaborated Projects: 1 results

# of Collaborated Products: 3 results
5. Takigawa Ichigaku (10374597)

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6. Hancock Timothy (80600709)

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7. Kayano Mitsunori (20590095)

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8. Nguyen Canh Hao (90626889)

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9. TAKEUCHI Ichiro (40335146)

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10. 鹿島久嗣 (80545583)

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11. 小林正人 (40514469)

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13. 小野寺陽平 (20531031)

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14. 林好一 (20283632)

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16. 中田彩子 (20595152)

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17. 脇原徹 (70377109)

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19. 森川良忠 (80358184)

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21. 大林一平 (30583455)

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22. 武藤俊介 (20209985)

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# of Collaborated Products: 4 results
23. 大塚真弘 (60646529)

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24. 齊藤元貴 (00749278)

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25. 岡島敏浩 (20450950)

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26. 藤原裕之 (40344444)

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27. KARASUYAMA Masayuki

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28. 桑原彰秀

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# of Collaborated Products: 2 results
29. 豊浦和明

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32. 山本剛久

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33. 永井隆之

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Shiga Motoki 志賀 元紀

SHIGA Motoki 志賀 元紀

Research Projects

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Co-Researchers

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

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High-order many body correlation analysis of network forming glass based on comprehensive integration of experimental, theoretical and data sciencesPrincipal Investigator

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Supervision and research support based on a platform for hyper-ordered structures science

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Comprehensive analysis of hyper-ordered structures based on mathematics and informaticsPrincipal Investigator

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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

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Development of machine learning methods for materials informatics

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Machine learning with effective integration of multiple datasetsPrincipal Investigator

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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

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Statistical Machine Learning with Heterogeneous Auxiliary InformationPrincipal Investigator

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Estimating data structure embedded in semi-structured data

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Integrative data mining for analyzing biological networksPrincipal Investigator

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

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[Journal Article] Application of machine learning techniques to electron microscopic/spectroscopic image data analysis2020

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Shiga Motoki 志賀元紀

SHIGA Motoki 志賀元紀