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Study on Information theoretic Learning Theory of Latent Dynamics

Research Project

Project/Area Number 23240019
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Tokyo

Principal Investigator

Yamanishi Kenji  東京大学, 情報理工学(系)研究科, 教授 (90549180)

Co-Investigator(Kenkyū-buntansha) KASHIMA Hisashi  京都大学, 情報学研究科, 教授 (80545583)
TOMIOKA Ryota  Microsoft Research, Researcher (70518282)
Research Collaborator TERAZONO Yasushi  
SAKURAI Ei-ichi  
URABE Yasuhiro  
IWAI Hiroki  
TAKAHASHI Toshimitsu  
HIRAI So  
HAYASHI Yu  
KANAZAWA Hiroki  
SATO Sho-ichi  
SAKAI Yoshiki  
LIANG Zenghan  
OEDA Shin-ichi  
ASAOKA Ryo  
MURATA Hiroshi  
SAITO Shota  
Ito Yu  
MIYAGUCHI Kohei  
KAJIMURA Shun-suke  
BABA Yukino  
OYAMA Satohi  
KURIHARA Masahito  
WANG Jingling  
Project Period (FY) 2011-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥47,060,000 (Direct Cost: ¥36,200,000、Indirect Cost: ¥10,860,000)
Fiscal Year 2015: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Fiscal Year 2014: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Fiscal Year 2013: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Fiscal Year 2012: ¥9,490,000 (Direct Cost: ¥7,300,000、Indirect Cost: ¥2,190,000)
Fiscal Year 2011: ¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Keywords情報論的学習理論 / データマイニング / 潜在的ダイナミクス / 機械学習 / ビッグデータ / 変化検知 / 潜在変数モデル / 潜在的ダイナミックス / モデル選択 / 異常検知 / ネットワーク
Outline of Final Research Achievements

Data mining technologies for extracting valuable information from big data are significantly important nowadays. The main purpose of conventional data mining technologies is to extract superficial statistical patterns from data. We are rather concerned with the issue of how to learn latent information behind data and how to detect its changes, which we call “latent dynamics.” We construct a theory for learning latent dynamics from a unifying view of information-theoretic learning theory, specifically on the basis of the minimum description length principle. We also demonstrate its effectiveness through the applications to real world data (e.g. security, SNS, marketing, healthcare, education, etc.).

Report

(6 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (76 results)

All 2016 2015 2014 2013 2012 2011 Other

All Journal Article (12 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 9 results,  Acknowledgement Compliant: 3 results,  Open Access: 2 results) Presentation (53 results) (of which Int'l Joint Research: 4 results,  Invited: 10 results) Book (3 results) Remarks (8 results)

  • [Journal Article] Quality Control for Crowdsourced Enumeration2016

    • Author(s)
      梶村 俊介, 馬場 雪乃, 梶野 洸, 鹿島 久嗣
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 31 Issue: 2 Pages: K-F79_1-9

    • DOI

      10.1527/tjsai.K-F79

    • NAID

      130005126838

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A latent-observed dissimilarity measure2016

    • Author(s)
      Yasushi Terazono
    • Journal Title

      arXiv:1603.09254v1

      Volume: 0 Pages: 0-0

    • Related Report
      2015 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] 複雑データからのディープナレッジの発見2015

    • Author(s)
      山西健司
    • Journal Title

      日本機械学会誌

      Volume: 118 Pages: 8-11

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Early detection of persistent topics in social networks.2015

    • Author(s)
      Shota .Saito, Ryota.Tomioka, and Kenji.Yamanish
    • Journal Title

      Social Network Analysis and Mining

      Volume: 0 Issue: 1 Pages: 5-19

    • DOI

      10.1007/s13278-015-0257-1

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Sequential network change detection with its applications to ad impact relation analysis2015

    • Author(s)
      Yu.Hayashi and Kenji.Yamanishi:
    • Journal Title

      Data Mining and Knowledge Discovery

      Volume: 29 Issue: 1 Pages: 137-167

    • DOI

      10.1007/s10618-013-0338-6

    • Related Report
      2015 Annual Research Report 2013 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] 異常検知:外れ値検知と変化検知2015

    • Author(s)
      山西健司
    • Journal Title

      日本信頼性学会誌

      Volume: 5月号

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 潜在的ダイナミクスの学習理論2014

    • Author(s)
      山西健司
    • Journal Title

      電子情報通信学会誌

      Volume: 5月号 Pages: 422-426

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 特集「データを読み解く技術―ビッグデータ, eサイエンス, Latent Dynamics―」:潜在的ダイナミクスの学習理論2014

    • Author(s)
      山西健司
    • Journal Title

      電子情報通信学会誌

      Volume: Volume 97, No. 5

    • Related Report
      2013 Annual Research Report
  • [Journal Article] Efficient computation of normalized maximum likelihood codes for Gaussian mixture models with its applications to clustering2013

    • Author(s)
      So Hirai, Kenji Yamanishi
    • Journal Title

      IEEE Transactions on Information Theory

      Volume: Volume:59 , Issue: 11 Issue: 11 Pages: 7718-7727

    • DOI

      10.1109/tit.2013.2276036

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discovering Emerging Topics in Social Streams viaLink Anomaly Detection2013

    • Author(s)
      Toshimitsu Takahashi, Kenji Yamanishi
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering

      Volume: 未定

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient Computation of Normalized Maximum Likelihood Codes for Gaussian Mixtures with Its Applications to Clustering2013

    • Author(s)
      So Hirai, Kenji Yamanishi
    • Journal Title

      IEEE Transaction on Information Theory

      Volume: 未定

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discovering Emerging Topics in Social Streams via Link Anomaly Detection2012

    • Author(s)
      Toshimitsu Takahashi, Ryota Tomioka, Kenji Yamanishi
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering

      Volume: 未定 Issue: 1 Pages: 120-130

    • DOI

      10.1109/tkde.2012.239

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] Rank selection for non-negative matrixfactorization with normalized maximum likelihood coding.2016

    • Author(s)
      Yu .Ito, Shin-ichi .Oeda, and Kenji.Yamanishi:
    • Organizer
      SIAM International Conference on Data Mining
    • Place of Presentation
      Miami, USA
    • Year and Date
      2016-05-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 進化するMDL-MDLの基礎から最近の発展ー2016

    • Author(s)
      山西健司
    • Organizer
      電子情報通信学会
    • Place of Presentation
      文京区、東京、東京大学
    • Year and Date
      2016-03-17
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 過完備辞書の再構成条件のブロックスパースモデルへの拡張2016

    • Author(s)
      寺園泰・山西健司
    • Organizer
      第24回情報論的学習理論と機械学習研究会(IBISML)
    • Place of Presentation
      立川市、東京、統計数理研究所
    • Year and Date
      2016-03-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] 複雑データからの深い潜在知識の発見2016

    • Author(s)
      山西健司
    • Organizer
      東京大学シンポジウム「人工知能への情報理工学の取り組み」
    • Place of Presentation
      文京区、東京、東京大学
    • Year and Date
      2016-03-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Predicting glaucomatous progression with piecewise regression model from heterogeneous medical data2016

    • Author(s)
      Kyosuke.Tomoda, Kai.Morino, Ryo .Asaoka, Hiroshi .Murata, and Kenji.Yamansihi:
    • Organizer
      9th International Conference on Health Informatics (HEALTHINF2016)
    • Place of Presentation
      Rome, Italy
    • Year and Date
      2016-02-21
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 正規化最大尤度(NML)を用いた変化点同定についての理論解析2015

    • Author(s)
      宮口航平・山西健司
    • Organizer
      第18回情報論的学習理論ワークショップ(IBIS2015)
    • Place of Presentation
      つくば市、茨城県、つくば国際会議場
    • Year and Date
      2015-11-27
    • Related Report
      2015 Annual Research Report
  • [Presentation] エージェントモデルを用いた緑内障病変の時空間伝播に関する予測手法2015

    • Author(s)
      友田恭輔・森野佳生・村田博史・朝岡亮・山西健司
    • Organizer
      第18回情報論的学習理論ワークショップ(IBIS2015)
    • Place of Presentation
      つくば市、茨城県、つくば国際会議場
    • Year and Date
      2015-11-27
    • Related Report
      2015 Annual Research Report
  • [Presentation] ネットワーク中心性を用いたテンポラルネットワークの異常検知2015

    • Author(s)
      要名本義太郎・森野佳生・山西健司
    • Organizer
      第18回情報論的学習理論ワークショップ(IBIS2015)
    • Place of Presentation
      つくば市、茨城県、つくば国際会議場
    • Year and Date
      2015-11-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] 時系列データからの畳み込み非負値行列因子分解の構造推定2015

    • Author(s)
      鈴木 惇・山西 健司
    • Organizer
      第18回情報論的学習理論ワークショップ(IBIS2015)
    • Place of Presentation
      つくば市、茨城県、つくば国際会議場
    • Year and Date
      2015-11-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] On-line detection of continuous changes in stochastic processes2015

    • Author(s)
      Kohei .Miyaguchi and Kenji Yamanishi
    • Organizer
      2015 IEEE/ACM International Conference on Data Science and Advanced Analytics (DSAA’2015).
    • Place of Presentation
      Paris, France
    • Year and Date
      2015-10-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] データマイニングによる異常検知2015

    • Author(s)
      山西健司
    • Organizer
      東京大学シンポジウム
    • Place of Presentation
      文京区、東京、東京大学
    • Year and Date
      2015-06-01
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 接続行列分解による関係予測2015

    • Author(s)
      横井 祥, 梶野 洸, 鹿島 久嗣
    • Organizer
      2015年度人工知能学会全国大会(第29回)
    • Place of Presentation
      函館市、北海道、はこだて未来大学
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
  • [Presentation] Quality Control for Crowdsourced POI Collection2015

    • Author(s)
      Shunsuke Kajimura, Yukino Baba, Hiroshi Kajino, Hisashi Kashima.
    • Organizer
      the 19th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Place of Presentation
      Ho Chi Minh City, Vietnum
    • Year and Date
      2015-05-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複雑データからのディープナレッジの発見と価値化2015

    • Author(s)
      山西健司
    • Organizer
      情報処理学会第77回全国大会
    • Place of Presentation
      京都、京都大学
    • Year and Date
      2015-03-18
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Data fusion using restricted Boltzmann machines2014

    • Author(s)
      Yoshiki Sakai and Kenji Yamanishi
    • Organizer
      IEEE International Conference on Data Mining
    • Place of Presentation
      Schezen China
    • Year and Date
      2014-12-16
    • Related Report
      2014 Annual Research Report
  • [Presentation] Predicting glaucoma progression using multi-task learning with heterogeneous features2014

    • Author(s)
      Shigeru Maya, Kai Morino, and Kenji Yamanishi
    • Organizer
      IEEE International Conference on BigData
    • Place of Presentation
      Washington DC, USA
    • Year and Date
      2014-10-27 – 2014-10-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] 混合メンバシップ・ブロックモデルのテンソルスペクトル分解を用いた推定法の改良2014

    • Author(s)
      貝ヶ石 亘, 鹿島 久嗣
    • Organizer
      信学技報, vol. 114, no. 198, IBISML2014-32, pp. 131-136, 2014年9月.
    • Place of Presentation
      つくば市、筑波大学
    • Year and Date
      2014-09-01 – 2014-09-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] Early detection of persistent topics in social networks2014

    • Author(s)
      Shota Saito, Ryota Tomioka, and Kenji Yamanishi
    • Organizer
      2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
    • Place of Presentation
      Beijin China
    • Year and Date
      2014-08-17 – 2014-08-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] Extracting latent skills from time series of asynchronous and incomplete examinations2014

    • Author(s)
      Shin-ichi Oeda. Yu Ito, and Kenji Yamanishi
    • Organizer
      The 7th International Conference on Educational Data Mining
    • Place of Presentation
      London UK
    • Year and Date
      2014-07-04 – 2014-07-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] Latent Confusion Analysis by Normalized Gamma Construction2014

    • Author(s)
      Issei Sato, Hisashi Kashima, and Hiroshi Nakagawa
    • Organizer
      International Conference on Machine Learning
    • Place of Presentation
      Beijin, China
    • Year and Date
      2014-06-22 – 2014-06-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] 潜在空間からのディープナレッジの発見2014

    • Author(s)
      山西健司
    • Organizer
      応用統計学会 2014年度大会
    • Place of Presentation
      東京、統計数理研究所
    • Year and Date
      2014-05-22
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Learning an accurate entity resolution model from crowdsourced labels2014

    • Author(s)
      Jingjing Wang, Satoshi Oyama, Masahito Kurihara, Hisashi Kashima:
    • Organizer
      The 8th International Conference on Ubiquitous Information Management and Communication
    • Place of Presentation
      Siem Reap, Cambodia, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] 潜在空間からのディープナレッジの発見2014

    • Author(s)
      山西健司
    • Organizer
      暗号フロンティア研究会
    • Place of Presentation
      石川県能美市、北陸先端科学技術大学院大学
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Graph partitioning change detection using tree-based clustering2013

    • Author(s)
      Sho-ichi Sato, Kenji Yamanishi
    • Organizer
      IEEE International Conference on Data Mining (ICDM2013)
    • Place of Presentation
      Dallas, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Quantitative prediction of glaucomatous visual field loss from few measurements2013

    • Author(s)
      Zenghan Liang, Ryota Tomioka, Hiorshi Murata, Ryo Asaoka, Kenji Yamanishi
    • Organizer
      IEEE International Conference on Data Mining (ICDM2013)
    • Place of Presentation
      Dallas, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Extracting time-evolving latent skills from examination time series2013

    • Author(s)
      Shin-ichi Oeda, Kenji Yamanishi
    • Organizer
      The 6th International Conference on Educational Data Mining (EDM2013)
    • Place of Presentation
      Memphis, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Stochastic complexity for piecewise stationary memoryless sources2013

    • Author(s)
      Kenji Yamanishi, Hiroki Kanazawa
    • Organizer
      Workshop on Information-Theoretic Methods in Science and Engineering
    • Place of Presentation
      東京、東大
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] An NML-based model selection criterion for general relational data modeling2013

    • Author(s)
      Yoshiki Sakai, Kenji Yamanishi
    • Organizer
      2013 IEEE International Conference on BigData
    • Place of Presentation
      Silicon Valley, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] 潜在・観測変数間の非類似性の定量的評価2013

    • Author(s)
      寺園泰、山西健司
    • Organizer
      第16回情報論的学習理論ワークショップ(IBIS2013)
    • Place of Presentation
      東京、東工大
    • Related Report
      2013 Annual Research Report
  • [Presentation] 欠測データからのRBM学習の性能評価2013

    • Author(s)
      坂井良樹、山西健司
    • Organizer
      第16回情報論的学習理論ワークショップ(IBIS2013)
    • Place of Presentation
      東京、東工大
    • Related Report
      2013 Annual Research Report
  • [Presentation] 独立成分分析に基づく時系列データの潜在的変化検知2013

    • Author(s)
      赤坂拓哉、山西健司
    • Organizer
      第16回情報論的学習理論ワークショップ(IBIS2013)
    • Place of Presentation
      東京、東工大
    • Related Report
      2013 Annual Research Report
  • [Presentation] 行列因子分解を用いた時系列試験結果からの潜在スキル構造の抽出2013

    • Author(s)
      大枝真一, 天野恵理子, 山西健司
    • Organizer
      第16回情報論的学習理論ワークショップ(IBIS2013)
    • Place of Presentation
      東京、東工大
    • Related Report
      2013 Annual Research Report
  • [Presentation] 時空間クラスタリングに基づく緑内障進行予測の研究2013

    • Author(s)
      梁曾漢、冨岡亮太、村田博史、朝岡亮、山西健司
    • Organizer
      第16回情報論的学習理論ワークショップ(IBIS2013)
    • Place of Presentation
      東京、東工大
    • Related Report
      2013 Annual Research Report
  • [Presentation] Detecting Changes of Clustering Structures Using Normalized Maximum Likelihood Coding2012

    • Author(s)
      平井聡,山西健司
    • Organizer
      ACM SIGKDD Conference on Knowledge Discovery and Data Mining
    • Place of Presentation
      中国 北京
    • Year and Date
      2012-08-13
    • Related Report
      2011 Annual Research Report
  • [Presentation] 上位カテゴリにおける観測データが与えられる場合の行列およびテンソル分解法2012

    • Author(s)
      相本佳史, 鹿島久嗣
    • Organizer
      電子情報通信学会情報論的学習理論と機械学習研究会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] ソーシャルネットワークにおける長期間流行する話題の早期検出2012

    • Author(s)
      斎藤翔太、冨岡亮太、山西健司
    • Organizer
      電子情報通信学会情報論的学習理論と機械学習研究会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] Latent Dirichlet Allocationを用いた潜在的構造変化検知2012

    • Author(s)
      上田真士,冨岡亮太,山西健司,石黒勝彦,澤田宏,上田修功
    • Organizer
      電子情報通信学会情報論的学習理論と機械学習研究会
    • Place of Presentation
      東京
    • Year and Date
      2012-03-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] ネットワーク型データ時系列からの潜在的構造変化検知2012

    • Author(s)
      山西健司
    • Organizer
      数学・数理科学と諸科学・産業との連携研究ワークショップ「ネットワーク型知識に関する機械学習的アプローチ」
    • Place of Presentation
      東京(招待講演)
    • Year and Date
      2012-02-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] 時系列データからの潜在的構造変化検知2012

    • Author(s)
      山西健司
    • Organizer
      電子情報通信学会パターン認識・メディア理解研究会
    • Place of Presentation
      仙台(招待講演)
    • Year and Date
      2012-02-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] An MDL-based Change-Detection Algorithm with Its Applications to Learning Piecewise Stationary2012

    • Author(s)
      Hiroki Kanazawa, Kenji Yamanishi
    • Organizer
      IEEE Information Theory Workshop(ITW2012)
    • Place of Presentation
      Lausanne, Switzerland
    • Related Report
      2012 Annual Research Report
  • [Presentation] Comparison of Dynamic Model Selection with Infinite HMM for Statistical Model Change Detection2012

    • Author(s)
      Ei-ichi Sakurai, Kenji Yamanishi
    • Organizer
      IEEE Information Theory Workshop(ITW2012)
    • Place of Presentation
      Lausanne, Switzerland
    • Related Report
      2012 Annual Research Report
  • [Presentation] Change Detection, Hyperthesis Testing, and Data Compression2012

    • Author(s)
      Kenji Yamansihi, Ei-ichi Sakurai, Hiroki Kanazawa
    • Organizer
      Workshop on Information Theoretic Methods in Science and Engineering
    • Place of Presentation
      Amsterdam, Netherland
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Clustering Change Detection Using Normalized Maximum Likelihood Coding2012

    • Author(s)
      So Hirai, Kenji Yamanishi
    • Organizer
      Workshop on Information Theoretic Methods in Science and Engineering
    • Place of Presentation
      Amsterdam, Netherland
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Sequential Network Change Detection with Its Applications to Ad Impact Relation Analysis2012

    • Author(s)
      Yu Hayashi, Kenji Yamanishi
    • Organizer
      IEEE International Conference on Data Mining
    • Place of Presentation
      Brussel, Belgium
    • Related Report
      2012 Annual Research Report
  • [Presentation] A Bayesian Analysis of the Radioactive Releases of Fukushima2012

    • Author(s)
      Ryota Tomioka, Morten Morup
    • Organizer
      Fifteenth International Conference on Artificial Intelligence and Statistics
    • Place of Presentation
      La Palma, Spain
    • Related Report
      2012 Annual Research Report
  • [Presentation] 木構造を用いたグラフ分割の変化検知2012

    • Author(s)
      佐藤翔一, 山西健司
    • Organizer
      電子情報通信学会 情報論的学習理論と機械学習研究会
    • Place of Presentation
      東京農工大、東京都、日本
    • Related Report
      2012 Annual Research Report
  • [Presentation] Discovering Emerging Topics in Social Streams via Link Anomaly Detection2011

    • Author(s)
      高橋俊充、冨岡亮太、山西健司
    • Organizer
      IEEE International Conference on Data Milling
    • Place of Presentation
      カナダ バンクーバー
    • Year and Date
      2011-12-12
    • Related Report
      2011 Annual Research Report
  • [Presentation] 再正規化最尤符号を用いたクラスタリング構造変化の検出2011

    • Author(s)
      平井聡、山西健司
    • Organizer
      電子情報通信学会情報論的学習理論と機械学習研究会
    • Place of Presentation
      奈良
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] Resetting分布を用いた動的モデル選択2011

    • Author(s)
      櫻井瑛一, 山西健司
    • Organizer
      電子情報通信学会情報論的学習理論と機械学習研究会
    • Place of Presentation
      奈良
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] 逐次的なネットワーク構造変化検出手法と広告効果測定への応用2011

    • Author(s)
      早矢仕裕, 山西健司
    • Organizer
      電子情報通信学会情報論的学習理論と機械学習研究会
    • Place of Presentation
      奈良
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] Efficient Computation of Normalized Maximum Likelihood Coding for Gaussian Mixtures with Its Applications to Optimal Clustering2011

    • Author(s)
      平井聡、山西健司
    • Organizer
      IEEE International Symposium on Information Theory
    • Place of Presentation
      ロシア ペテルスブルグ
    • Year and Date
      2011-08-03
    • Related Report
      2011 Annual Research Report
  • [Presentation] Real-time Change-point Detection Using Sequentially Discounting Normalized Maximum Likelihood Coding2011

    • Author(s)
      浦部泰宏、山西健司、冨岡亮太
    • Organizer
      Pacific-Asia Conference on Knowledge Discovery and Data Mining
    • Place of Presentation
      中国 深
    • Year and Date
      2011-05-25
    • Related Report
      2011 Annual Research Report
  • [Presentation] 正規化最尤符号を用いたクラスタリング構造変化検知

    • Author(s)
      平井聡、山西健司
    • Organizer
      第3回 Latent Dynamics ワークショップ
    • Place of Presentation
      東京大学、東京都、日本
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Book] 「情報論的学習とデータマイニング」(数理工学ライブラリー3)2014

    • Author(s)
      山西健司
    • Total Pages
      167
    • Publisher
      朝倉書店
    • Related Report
      2014 Annual Research Report
  • [Book] 情報論的学習とデータマイニング2014

    • Author(s)
      山西健司
    • Total Pages
      168
    • Publisher
      朝倉書店
    • Related Report
      2013 Annual Research Report
  • [Book] ビッグデータ・マネジメント― データサイエンティストのためのデータ利活用技術と事例( ネットワーク分析のための機械学習)2014

    • Author(s)
      鹿島久嗣
    • Total Pages
      240
    • Publisher
      NTS出版
    • Related Report
      2013 Annual Research Report
  • [Remarks] 山西研究室

    • URL

      http://ibis.t.u-tokyo.ac.jp/yamanishiken/

    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
  • [Remarks] 鹿島研究室

    • URL

      http://www.ml.ist.kyoto-u.ac.jp

    • Related Report
      2015 Annual Research Report
  • [Remarks] 鹿島研究室

    • URL

      http://www.ml.ist.i.kyoto-u.ac.jp/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 数理第6研究室ホームページ

    • URL

      http://ibis.t.u-tokyo.ac.jp/

    • Related Report
      2013 Annual Research Report
  • [Remarks] 山西健司

    • URL

      http://www.ibis.t.u-tokyo.ac.jp/yamanishi/profile.html

    • Related Report
      2012 Annual Research Report
  • [Remarks] 数理第6研ホームページ

    • URL

      http://www.ibis.t.u-tokyo.ac.jp/

    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www.ibis.t.u-tokyo.ac.jp/yamanishi/profile.html

    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.ibis.t.u-tokyo.ac.jp/

    • Related Report
      2011 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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