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Schematization of probabilistic social network theory

Research Project

Project/Area Number 24700220
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Sensitivity informatics/Soft computing
Research InstitutionYamagata University (2013-2014)
Tohoku University (2012)

Principal Investigator

YASUDA Muneki  山形大学, 理工学研究科, 准教授 (20532774)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsソーシャルネットワーク / 統計的機械学習 / データマイニング / 確率的ナウ・キャスト推定 / 統計的数理解析 / アルゴリズム / 情報統計力学 / 確率的情報処理 / 統計的性能評価解析 / 統計的機械学習理論 / 道路交通ネットワーク 「国際情報交換:フランス」 / 解析・評価
Outline of Final Research Achievements

In this research, the mathematical model, that enable us to perform complex inferences on social networks, and the algorithms, involving statistical machine learning algorithms and probabilistic inference algorithms, for the model were developed.
The proposed model and algorithms for the model were applied to solve the traffic inference problem on a real traffic network. The proposed traffic inference system allows us to reconstruct traffics on the entire network using partial information of traffics. The effectiveness of the inference system was verified by using the traffic data of Sendai-shi, Miyagi-prefecture, Japan.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (37 results)

All 2015 2014 2013 2012 Other

All Journal Article (13 results) (of which Peer Reviewed: 13 results,  Open Access: 5 results,  Acknowledgement Compliant: 4 results) Presentation (19 results) (of which Invited: 9 results) Book (2 results) Remarks (3 results)

  • [Journal Article] Monte Carlo Integration Using Spatial Structure of Markov Random Field2015

    • Author(s)
      Muneki Yasuda
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 84 Issue: 3 Pages: 034001-034001

    • DOI

      10.7566/jpsj.84.034001

    • NAID

      40020394853

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Bayesian Reconstruction of Missing Observations2015

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

      Interdisciplinary Information Sciences

      Volume: 21 Issue: 1 Pages: 11-23

    • DOI

      10.4036/iis.2015.11

    • NAID

      110009890451

    • ISSN
      1340-9050, 1347-6157
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [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

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [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

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effective Mean-Field Inference Method for Nonnegative Boltzmann Machines2014

    • Author(s)
      Muneki Yasuda
    • Journal Title

      Proceedings of 22nd International Conference on Pattern Recognition (ICPR2014)

      Volume: 2014 Pages: 3600-3605

    • DOI

      10.1109/icpr.2014.619

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Community Detection based on Markov Random Field using Node Attributes2014

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

      Proceedings of 2014 International Conference on Computational Intelligence for Modelling, Control & Automation (CIMCA2014)

      Volume: 1 Pages: 38-43

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [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

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Generalization of Improved Susceptibility Propagation2013

    • Author(s)
      Muneki Yasuda
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 473 Pages: 1-16

    • DOI

      10.1088/1742-6596/473/1/012006

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Mean Field Approximation for Fields of Experts2013

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

      Interdisciplinary Information Sciences

      Volume: 19 Issue: 1 Pages: 113-119

    • DOI

      10.4036/iis.2013.113

    • NAID

      110009795602

    • ISSN
      1340-9050, 1347-6157
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Susceptibility Propagation by Using Diagonal Consistency2013

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

      Physical Review E

      Volume: Vol.87, No.1, Article No.012134 Issue: 1 Pages: 1-6

    • DOI

      10.1103/physreve.87.012134

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Pseudo Temperature of Observed Data2012

    • Author(s)
      Muneki Yasuda
    • Journal Title

      Interdisciplinary Information Sciences

      Volume: 18 Issue: 2 Pages: 185-188

    • DOI

      10.4036/iis.2012.185

    • NAID

      130002531679

    • ISSN
      1340-9050, 1347-6157
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Bayesian ImageModeling by Means of GeneralizedSparse Prior and Loopy Belief Propagation2012

    • Author(s)
      Kazuyuki Tanaka, Muneki Yasuda and D.Michael Titterington
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: Vol.81, No.11, Article No.114802 Issue: 11 Pages: 1-9

    • DOI

      10.1143/jpsj.81.114802

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Learning Algorithm for Boltzmann Machines Using Max-Product Algorithm and Pseudo-Likelihood2012

    • Author(s)
      Muneki Yasuda, Junya Tannai and Kazuyuki Tanaka
    • Journal Title

      Interdisciplinary Information Sciences

      Volume: 18 Issue: 1 Pages: 55-63

    • DOI

      10.4036/iis.2012.55

    • NAID

      130002531670

    • ISSN
      1340-9050, 1347-6157
    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] 自然画像の生成モデルのボルツマンマシン学習2015

    • Author(s)
      小渕智之, 小間洋和, 安田宗樹
    • Organizer
      日本物理学会第70回年次大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2015-03-21 – 2015-03-24
    • Related Report
      2014 Annual Research Report
  • [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
    • Organizer
      日本物理学会第70回年次大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2015-03-21 – 2015-03-24
    • Related Report
      2014 Annual Research Report
  • [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
    • Year and Date
      2014-11-16 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 統計的機械学習・ディープラーニングの基礎とデータサイエンスへの応用2014

    • Author(s)
      安田宗樹
    • Organizer
      日本テクノセンター(JTC)セミナー
    • Place of Presentation
      日本テクノセンター
    • Year and Date
      2014-10-29
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] データ生成モデルからのアプローチ ~統計的機械学習理論と深層学習~2014

    • Author(s)
      安田宗樹
    • Organizer
      複雑ネットワーク・サマースクール2014
    • Place of Presentation
      東北大学
    • Year and Date
      2014-08-18 – 2014-08-21
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] マルコフ確率場の空間的情報を用いたモンテカルロ積分法2014

    • Author(s)
      安田宗樹
    • Organizer
      情報数物研究会
    • Place of Presentation
      東北大学
    • Year and Date
      2014-05-30
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ディープラーニングの話し2014

    • Author(s)
      安田宗樹
    • Organizer
      茨城大学工学部知能システム工学科セミナー
    • Place of Presentation
      茨城大学
    • Year and Date
      2014-05-16
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] マルコフ確率場の空間的性質を利用したモンテカルロ積分法2014

    • Author(s)
      安田宗樹
    • Organizer
      日本物理学会第69回年次大会
    • Place of Presentation
      東海大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 確率的ディープラーニング入門2013

    • Author(s)
      安田宗樹
    • Organizer
      第97回 音声言語情報処理研究会
    • Place of Presentation
      宮城県遠刈田温泉 壮鳳
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] An Generalization of Improved Susceptibility Propagation2013

    • Author(s)
      Muneki Yasuda
    • Organizer
      ELC International Meeting on ''Inference, Computation, and Spin Glasses'' (ICSG2013)
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 条件付き確率場を用いた画像の領域分割2013

    • Author(s)
      片岡駿,安田宗樹,田中和之
    • Organizer
      日本物理学会2013年秋季大会
    • Place of Presentation
      徳島大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 確率的モデリングと機械学習

    • Author(s)
      安田宗樹
    • Organizer
      ヒューマンインフォメーション研究会
    • Place of Presentation
      沖縄産業支援センター
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Composite Likelihood Estimation for Inverse Ising Problem

    • Author(s)
      Muneki Yasuda
    • Organizer
      Statistical Physics of Disordered Systems and Its Applications (SPDSA2014)
    • Place of Presentation
      京都大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] ガウシアングラフィカルモデルを用いたネットワーク交通状況の補間推定に関する研究

    • Author(s)
      花岡洋平,安田宗樹,桑原雅夫,原祐輔
    • Organizer
      第47回土木計画学研究発表会
    • Place of Presentation
      広島工業大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Advenced Susceptibility Propagation

    • Author(s)
      Muneki Yasuda
    • Organizer
      Information processing in complex systems with applications to traffic forecasting
    • Place of Presentation
      INRIA, Paris, France
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] マルコフネットを用いた交通量の統計的予測

    • Author(s)
      片岡駿,安田宗樹,田中和之
    • Organizer
      日本物理学会2012年秋季大会
    • Place of Presentation
      横浜国立大学
    • Related Report
      2012 Research-status Report
  • [Presentation] スパース相互作用をもつ事前分布と確率伝搬法によるベイジアンモデリング

    • Author(s)
      田中和之,安田宗樹
    • Organizer
      日本物理学会2012年秋季大会
    • Place of Presentation
      横浜国立大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 画像処理のための高次マルコフ確率場に対する平均場法

    • Author(s)
      安田宗樹,田中和之
    • Organizer
      日本物理学会第68回年次大会
    • Place of Presentation
      広島大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Composite Likelihood Estimation for Restricted Boltzmann machines

    • Author(s)
      Muneki Yasuda, Shun Kataoka, Yuji Waizumi and Kazuyuki Tanaka
    • Organizer
      21st International Conference on Pattern Recognition
    • Place of Presentation
      Tsukuba International Congress Center, Japan
    • Related Report
      2012 Research-status Report
  • [Book] OR学会機関誌「オペレーションズ・リサーチ」平成25年4月号特集「グラフと確率・統計モデル」,確率的グラフィカルモデル ―ベイジアンネットワークとその周辺―2013

    • Author(s)
      安田宗樹,片岡駿,田中和之
    • Publisher
      OR学会
    • Related Report
      2012 Research-status Report
  • [Book] 人工知能学会誌,連載解説「深層学習」(第1回),ディープボルツマンマシン入門2013

    • Author(s)
      安田宗樹
    • Publisher
      人工知能学会
    • Related Report
      2012 Research-status Report
  • [Remarks] 研究成果に関するwebページ

    • URL

      http://www.adv-pip.yz.yamagata-u.ac.jp/~muneki/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 研究成果に関するwebページ

    • URL

      http://www.adv-pip.yz.yamagata-u.ac.jp/~muneki/index.html

    • Related Report
      2013 Research-status Report
  • [Remarks] 研究成果に関するwebページ

    • URL

      http://www.adv-pip.yz.yamagata-u.ac.jp/~muneki/

    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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