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KATAOKA SHUN  片岡 駿

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Kataoka Shun  片岡 駿

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Researcher Number 50737278
Other IDs
Affiliation (Current) 2025: 小樽商科大学, 商学部, 准教授
Affiliation (based on the past Project Information) *help 2017 – 2021: 小樽商科大学, 商学部, 准教授
2015 – 2017: 東北大学, 情報科学研究科, 助教
Review Section/Research Field
Principal Investigator
Basic Section 61040:Soft computing-related / Soft computing
Except Principal Investigator
Soft computing / Basic Section 61040:Soft computing-related
Keywords
Principal Investigator
確率的画像処理 / マルコフ確率場 / 画像処理 / 確率的情報処理 / ソフトコンピューティング / 統計的機械学習理論 / EMアルゴリズム / 確率的グラフィカルモデル / Permutohedral Latice / 確率伝搬法 … More
Except Principal Investigator
… More 確率的情報処理 / 情報統計力学 / 量子確率伝搬法 / 量子確率伝播法 / 量子コンピューティング / 確率的グラフィカルモデル / 量子統計的機械学習理論 / ベイズ統計 / マルコフ確率場 / 統計的機械学習理論 / 情報理論 / 制限ボルツマンマシン / 深層ボルツマンマシン / アルゴリズム開発 / 理論解析 / 統計的機械学習 / 深層学習 / 率的情報処理 / 統計数学 / 機械学習 / 数理工学 Less
  • Research Projects

    (5 results)
  • Research Products

    (43 results)
  • Co-Researchers

    (11 People)
  •  Probabilistic Image Processing Theory Considering Image StructurePrincipal Investigator

    • Principal Investigator
      Kataoka Shun
    • Project Period (FY)
      2018 – 2021
    • Research Category
      Grant-in-Aid for Early-Career Scientists
    • Review Section
      Basic Section 61040:Soft computing-related
    • Research Institution
      Otaru University of Commerce
  •  Creation of design theory of quantum statistical machine learning system and its realization

    • Principal Investigator
      Kazuyuki Tanaka
    • Project Period (FY)
      2018 – 2020
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Review Section
      Basic Section 61040:Soft computing-related
    • Research Institution
      Tohoku University
  •  Probabilistic Image Processing based on Non-Linear Filter TheoryPrincipal Investigator

    • Principal Investigator
      Kataoka Shun
    • Project Period (FY)
      2015 – 2017
    • Research Category
      Grant-in-Aid for Young Scientists (B)
    • Research Field
      Soft computing
    • Research Institution
      Tohoku University
  •  a practical designing theory for deep learning models

    • Principal Investigator
      Yasuda Muneki
    • Project Period (FY)
      2015 – 2017
    • Research Category
      Grant-in-Aid for Scientific Research (C)
    • Research Field
      Soft computing
    • Research Institution
      Yamagata University
  •  Design Theory of Probabilistic Computational Models for Community Detections based on Non-Additive Volume and Entropy

    • Principal Investigator
      TANAKA Kazuyuki
    • Project Period (FY)
      2013 – 2016
    • Research Category
      Grant-in-Aid for Scientific Research (B)
    • Research Field
      Soft computing
    • Research Institution
      Tohoku University

All 2020 2019 2018 2017 2016 2015 2014 Other

All Journal Article Presentation Book

  • [Book] 画像処理の統計モデリング2018

    • Author(s)
      片岡 駿、大関 真之、安田 宗樹、田中 和之、照井 伸彦、小谷 元子、赤間 陽二、花輪 公雄
    • Total Pages
      264
    • Publisher
      共立出版
    • ISBN
      9784320111233
    • Data Source
      KAKENHI-PROJECT-18K18120
  • [Book] 画像処理の統計モデリング --- 確率的グラフィカルモデルとスパースモデリングからのアプローチ ---2018

    • Author(s)
      片岡駿, 大関真之, 安田宗樹, 田中和之
    • Total Pages
      264
    • Publisher
      共立出版
    • ISBN
      9784320111233
    • Data Source
      KAKENHI-PROJECT-18H03303
  • [Journal Article] Bayesian Image Denoising with Multiple Noisy Images2019

    • Author(s)
      Shun Kataoka and Muneki Yasuda
    • Journal Title

      The Review of Socionetwork Strategies

      Volume: 13 Issue: 2 Pages: 267-280

    • DOI

      10.1007/s12626-019-00043-3

    • NAID

      120006767844

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-18K11459, KAKENHI-PROJECT-18K18120
  • [Journal Article] Momentum-Space Renormalization Group Transformation in Bayesian Image Modeling by Gaussian Graphical Model2018

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

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 8 Pages: 1-2

    • DOI

      10.7566/jpsj.87.085001

    • NAID

      210000134931

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-18K11459, KAKENHI-PROJECT-16H04382, KAKENHI-PROJECT-18H03303
  • [Journal Article] Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field2018

    • Author(s)
      Muneki Yasuda, Jyunpei Watanabe, Shun Kataoka, and Kazuyuki Tanaka
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: 印刷中

    • NAID

      130007382462

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-15K00330
  • [Journal Article] Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field2018

    • Author(s)
      Muneki Yasuda, Jyunpei Watanabe, Shun Kataoka, and Kazuyuki Tanaka
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: 印刷中

    • NAID

      130007382462

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Journal Article] Solving Non-parametric Inverse Problem in Continuous Markov Random Field using Loopy Belief Propagation2017

    • Author(s)
      Muneki Yasuda and Shun Kataoka
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 86 Issue: 8 Pages: 084806-084806

    • DOI

      10.7566/jpsj.86.084806

    • NAID

      40021286383

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-15K00330, KAKENHI-PROJECT-15K20870
  • [Journal Article] Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering2016

    • Author(s)
      Shun Kataoka, Takuto Kobayashi, Muneki Yasuda, Kazuyuki Tanaka
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 85 Issue: 11 Pages: 1-10

    • DOI

      10.7566/jpsj.85.114802

    • NAID

      40020994946

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25280089, KAKENHI-PROJECT-15K00330, KAKENHI-PROJECT-15K20870
  • [Journal Article] Bayesian Reconstruction of Missing Observations2015

    • Author(s)
      Shun Kataoka, Muneki Yasuda and Kazuyuki Tanaka
    • Journal Title

      IIS

      Volume: 21 Issue: 1 Pages: 11-23

    • DOI

      10.4036/iis.2015.11

    • NAID

      110009890451

    • ISSN
      1340-9050, 1347-6157
    • Language
      English
    • Peer Reviewed / Acknowledgement Compliant / Open Access
    • Data Source
      KAKENHI-PROJECT-13J07259, KAKENHI-PROJECT-24700220, KAKENHI-PROJECT-25280089
  • [Journal Article] Inverse Renormalization Group Transformation in Bayesian Image Segmentations2015

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

      Journal of the Physical Society of Japan

      Volume: 84 Issue: 4 Pages: 04001-04001

    • DOI

      10.7566/jpsj.84.045001

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-13J07259, KAKENHI-PROJECT-24700220, KAKENHI-PROJECT-24740263, KAKENHI-PROJECT-25280089
  • [Journal Article] Statistical analysis of loopy belief propagation in random fields2015

    • Author(s)
      Muneki Yasuda, Shun Kataoka and Kazuyuki Tanaka
    • Journal Title

      Physical Review E

      Volume: 92 Issue: 4 Pages: 1-15

    • DOI

      10.1103/physreve.92.042120

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-15K00330, KAKENHI-PROJECT-15K20870, KAKENHI-PROJECT-15H03699, KAKENHI-PROJECT-25280089
  • [Journal Article] 確率伝搬法による画像の領域分割における超事前分布を用いたパラメータ推定2015

    • Author(s)
      古市智大, 片岡駿, 田中和之
    • Journal Title

      電子情報通信学会技術報告

      Volume: 115 Pages: 37-42

    • Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Journal Article] 確率伝搬法と階調変換を用いた画像のノイズ除去アルゴリズムの高速化2015

    • Author(s)
      吉田健人, 片岡駿, 田中和之
    • Journal Title

      電子情報通信学会技術報告

      Volume: 115 Pages: 31-36

    • Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Journal Article] 非欠損画素の情報及び確率伝搬法を用いた欠損画素の推定2015

    • Author(s)
      真柴隆一, 片岡駿, 田中和之
    • Journal Title

      電子情報通信学会技術報告

      Volume: 115 Pages: 13-18

    • Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Journal Article] Bayesian image segmentations by Potts prior and loopy belief propagation2014

    • Author(s)
      Kazuyuki Tanaka, Shun Kataoka, Muneki Yasuda, Yuji Waizumi and Chiou-Ting Hsu
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 83 Issue: 12 Pages: 124002-124002

    • DOI

      10.7566/jpsj.83.124002

    • Peer Reviewed / Open Access
    • Data Source
      KAKENHI-PROJECT-13J07259, KAKENHI-PROJECT-24700220, KAKENHI-PROJECT-25280089, KAKENHI-PROJECT-26540124
  • [Journal Article] Community Detection based on Markov Random Field using Node Attributes2014

    • Author(s)
      Shun Kataoka, Takuto Kobayashi, Muneki Yasuda, Kazuyuki Tanaka
    • Journal Title

      Proceedings of 2014 International Conference on Computational Intelligence for Modelling, Control & Automation

      Volume: 1 Pages: 38-43

    • Peer Reviewed / Acknowledgement Compliant
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Journal Article] Traffic data reconstruction based on Markov random field modeling2014

    • Author(s)
      Shun Kataoka, Muneki Yasuda, Cyril Furtlehner, Kazuyuki Tanaka
    • Journal Title

      Inverse Problems

      Volume: 30 Issue: 2 Pages: 1-14

    • DOI

      10.1088/0266-5611/30/2/025003

    • Peer Reviewed
    • Data Source
      KAKENHI-PROJECT-13J07259, KAKENHI-PROJECT-24650115, KAKENHI-PROJECT-24700220, KAKENHI-PROJECT-25280089
  • [Presentation] 確率的情報処理への統計物理学的手法の応用2020

    • Author(s)
      片岡 駿
    • Organizer
      電子情報通信学会2020年総合大会
    • Invited
    • Data Source
      KAKENHI-PROJECT-18K18120
  • [Presentation] 機械学習結果を利用した確率的情報処理法に関する一検討2019

    • Author(s)
      片岡 駿
    • Organizer
      システム数理と応用研究会
    • Data Source
      KAKENHI-PROJECT-18K18120
  • [Presentation] Neural network and its variants2019

    • Author(s)
      Shun Kataoka
    • Organizer
      The 34th International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2019)
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-18K18120
  • [Presentation] マルコフ確率場の機械学習2017

    • Author(s)
      片岡駿
    • Organizer
      電子情報通信学会 2017年総合大会
    • Place of Presentation
      名城大学(名古屋市)
    • Year and Date
      2017-03-23
    • Invited
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 辞書学習を用いた自動採譜手法に関する考察2017

    • Author(s)
      山田壮真,片岡駿,和泉勇治、関優也,大関真之、田中和之
    • Organizer
      平成29年度第1回芸術科学会東北支部研究会
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] Community detection algorithm utilizing attribute data2017

    • Author(s)
      Shun Kataoka
    • Organizer
      2017 Workshop on Statistical Physics of Disordered Systems and Its Applications (SPDSA2017)
    • Place of Presentation
      Akiu Resort Hotel Sakan, Japan(仙台市)
    • Year and Date
      2017-02-09
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 量子アニーリングを用いたコミュニティ検出2017

    • Author(s)
      関優也, 片岡駿, 田中和之
    • Organizer
      日本物理学会第72回年次大会
    • Place of Presentation
      大阪大学豊中キャンパス(豊中市)
    • Year and Date
      2017-03-17
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Presentation] 確率的アプローチによる関係性を持つデータのクラスタリング法2017

    • Author(s)
      片岡駿
    • Organizer
      2017年 電子情報通信学会ソサエティー大会
    • Invited
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 量子アニーリングを用いたコミュニティ検出2017

    • Author(s)
      関優也,片岡駿,田中和之
    • Organizer
      日本物理学会第72回年次大会
    • Place of Presentation
      大阪大学(豊中市)
    • Year and Date
      2017-03-17
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 周辺情報を考慮したLouvain法の拡張2017

    • Author(s)
      片岡駿
    • Organizer
      日本物理学会第72回年次大会
    • Place of Presentation
      大阪大学(豊中市)
    • Year and Date
      2017-03-18
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 顔認識のためのスパース表現分類法における基底作成に関する一検討2016

    • Author(s)
      渡邉 秀昭,和泉勇治,片岡駿,田中和之
    • Organizer
      情報系 Winter Festa Episode2
    • Place of Presentation
      一橋講堂(千代田区)
    • Year and Date
      2016-12-23
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] コミュニティ検出における量子アニーリングの性能評価2016

    • Author(s)
      関優也,片岡駿,田中和之
    • Organizer
      情報系 Winter Festa Episode2
    • Place of Presentation
      一橋講堂(千代田区)
    • Year and Date
      2016-12-23
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] クラスターZTPを用いたLouvain法の改良2016

    • Author(s)
      片岡駿
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      東北大学(仙台市)
    • Year and Date
      2016-11-19
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 量子アニーリングを用いたコミュニティ検出2016

    • Author(s)
      関優也,片岡駿,田中和之
    • Organizer
      第15回情報科学技術フォーラム(FIT2016)
    • Place of Presentation
      富山大学(富山市)
    • Year and Date
      2016-09-07
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 顔認識のためのスパース表現分類法における基底作成に関する一検討2016

    • Author(s)
      渡邉 秀昭,和泉勇治,片岡駿,田中和之
    • Organizer
      パターン認識・メディア理解研究会
    • Place of Presentation
      宮崎大学(宮崎市)
    • Year and Date
      2016-10-21
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] レプリカクラスタ変分法を用いた確率伝搬法の統計解析2015

    • Author(s)
      安田宗樹, 片岡駿, 田中和之
    • Organizer
      日本物理学会第70回年次大会
    • Place of Presentation
      早稲田大学(東京都・新宿区)
    • Year and Date
      2015-03-24
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Presentation] Permutohedral Latticeを用いた確率的ノイズ除去アルゴリズムの高速化2015

    • Author(s)
      片岡駿
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      徳島大学
    • Year and Date
      2015-07-18
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 確率伝搬法と超事前分布を用いた確率的領域分割モデルのパラメータ推定2015

    • Author(s)
      古市智大,片岡駿,田中和之
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-19
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] Community detection based on Markov Random Field2015

    • Author(s)
      Shun Kataoka
    • Organizer
      2015 Bilateral Workshop between Tohoku University and National Tsing Hua University
    • Place of Presentation
      Great Roots Forestry Spa Resort, Sanxia District, Taipei, Taiwan
    • Year and Date
      2015-10-28
    • Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] ノード情報を導入したコミュニティー構造の確率モデルとコミュニティー検出アルゴリズム2015

    • Author(s)
      片岡駿
    • Organizer
      東北大AIMR-新学術領域研究「疎性モデリング」合同シンポジウム(兼)公募説明会
    • Place of Presentation
      東北大学原子分子材料科学高等研究機構(AIMR)
    • Year and Date
      2015-09-30
    • Invited
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] マルコフ確率場モデリングとその避難計画問題への応用2015

    • Author(s)
      片岡駿
    • Organizer
      関西大学 ソシオネットワーク戦略研究機構 データサイエンス研究センター 矢田研究室 セミナー
    • Place of Presentation
      関西大学ソシオネットワーク戦略研究機構 データサイエンス研究センター
    • Year and Date
      2015-11-20
    • Invited
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 非欠損画素の情報及び確率伝搬法を用いた欠損画素の推定2015

    • Author(s)
      真柴隆一,片岡駿,田中和之
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-19
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] 確率伝搬法と階調変換を用いた画像のノイズ除去アルゴリズムの高速化2015

    • Author(s)
      吉田健人,片岡駿,田中和之
    • Organizer
      ニューロコンピューティング研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-19
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] Message Passing Algorithm for Community Detection2015

    • Author(s)
      Shun Kataoka
    • Organizer
      Break and Beyond Detailed Balance Condition - expanding to machine learning -
    • Place of Presentation
      Kyoto University, Japan
    • Year and Date
      2015-12-21
    • Invited / Int'l Joint Research
    • Data Source
      KAKENHI-PROJECT-15K20870
  • [Presentation] ノードの情報を考慮したネットワークのコミュニティ構造抽出2014

    • Author(s)
      小林拓人,片岡駿,安田宗樹,田中和之
    • Organizer
      第17回情報論的学習理論ワークショップ
    • Place of Presentation
      名古屋大学(愛知県・名古屋市)
    • Year and Date
      2014-11-17
    • Data Source
      KAKENHI-PROJECT-25280089
  • [Presentation] EM Algorithm for Bayesian Image Inpainting

    • Author(s)
      Shun Kataoka, Muneki Yasuda and Kazuyuki Tanaka
    • Organizer
      ELC International Meeting on ”Inference, Computation, and Spin Glasses
    • Place of Presentation
      札幌
    • Data Source
      KAKENHI-PROJECT-25280089
  • 1.  Yasuda Muneki (20532774)
    # of Collaborated Projects: 4 results
    # of Collaborated Products: 12 results
  • 2.  TANAKA Kazuyuki (80217017)
    # of Collaborated Projects: 2 results
    # of Collaborated Products: 10 results
  • 3.  KINOSHITA KENGO (60332293)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 4.  和泉 勇治 (90333872)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 5.  大関 真之 (80447549)
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 1 results
  • 6.  Hsu Chiou-Ting
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 7.  Furtlehner Cyril
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 8.  Zdeboraba Lenka
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 9.  Ricci-Tersenghi Federico
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 10.  Welling Max
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results
  • 11.  Zhang Pan
    # of Collaborated Projects: 1 results
    # of Collaborated Products: 0 results

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