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Computing confidence levels of many hypotheses for high-dimensional data

Research Project

Project/Area Number 24300106
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Statistical science
Research InstitutionOsaka University

Principal Investigator

Shimodaira Hidetoshi  大阪大学, 基礎工学研究科, 教授 (00290867)

Co-Investigator(Kenkyū-buntansha) SHIMIZU Shohei  大阪大学, 産業科学研究所, 准教授 (10509871)
KANAMORI Takafumi  名古屋大学, 大学院情報科学研究科, 准教授 (60334546)
Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2015: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2014: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2013: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2012: ¥7,020,000 (Direct Cost: ¥5,400,000、Indirect Cost: ¥1,620,000)
Keywordsブートストラップ / リサンプリング / スケーリング則 / 仮説検定 / モデル選択 / 情報幾何 / 高次漸近理論 / 多変量解析 / クロスバリデーション / 因果推論 / ダイバージェンス / 統計的推測 / GPGPU / ブートストラップ・リサンプリング / ベイズ統計 / マルチスケール / 分子系統学
Outline of Final Research Achievements

Bootstrap method has a large approximation error for computing a confidence level by resampling from data. For computing confidence levels with higher accuracy, multiscale bootstrap method utilizes a scaling-law of probability when changing the sample size of data, and double bootstrap method adjusts the approximation error by resampling. In this research, multiscale double bootstrap method has been proposed by using these two existing approaches together. We proved that the new method further improves the accuracy. In terms of the geometry of the space of probability distributions, the approximation error of bootstrap is expressed as a “mean curvature” of the boundary surface of hypothesis, and that of double bootstrap is expressed as a “mean curvature of the mean curvature”, and they are removed by multiscale bootstrap.

Report

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

    (58 results)

All 2016 2015 2014 2013 2012 2011 Other

All Journal Article (19 results) (of which Peer Reviewed: 19 results,  Open Access: 2 results,  Acknowledgement Compliant: 6 results) Presentation (39 results) (of which Int'l Joint Research: 5 results,  Invited: 6 results)

  • [Journal Article] Cross-validation of matching correlation analysis by resampling matching weights2016

    • Author(s)
      Hidetoshi Shimodaira
    • Journal Title

      Neural Networks

      Volume: 75 Pages: 126-140

    • DOI

      10.1016/j.neunet.2015.12.007

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] PAFit: A Statistical method for measuring preferential attachment in temporal complex networks2015

    • Author(s)
      Thong Pham, Paul Sheridan, Hidetoshi Shimodaira
    • Journal Title

      PLOS ONE

      Volume: 10 Issue: 9 Pages: e0137796-e0137796

    • DOI

      10.1371/journal.pone.0137796

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Estimating Scale-Free Networks via the Exponentiation of Minimax Concave Penalty2015

    • Author(s)
      Kei Hirose, Yukihiro Ogura, Hidetoshi Shimodaira
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 28 Issue: 1 Pages: 139-154

    • DOI

      10.5183/jjscs.1503001_215

    • NAID

      130005434003

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Robust Estimation under Heavy Contamination using Unnormalized Models2015

    • Author(s)
      Takafumi Kanamori, Hironori Fujisawa
    • Journal Title

      Biometrika

      Volume: 102 Issue: 3 Pages: 559-572

    • DOI

      10.1093/biomet/asv014

    • NAID

      110009971452

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discriminative and Generative Models in Causal and Anticausal Settings2015

    • Author(s)
      Patrick Blobaum, Shohei Shimizu, Takashi Washio
    • Journal Title

      Advanced Methodologies for Bayesian Networks, Lecture Notes in Computer Science

      Volume: 9505 Pages: 209-221

    • DOI

      10.1007/978-3-319-28379-1_15

    • ISBN
      9783319283784, 9783319283791
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A non-Gaussian approach for causal discovery in the presence of hidden common causes2015

    • Author(s)
      Shohei Shimizu
    • Journal Title

      Advanced Methodologies for Bayesian Networks, Lecture Notes in Computer Science

      Volume: 9505 Pages: 222-223

    • DOI

      10.1007/978-3-319-28379-1_16

    • ISBN
      9783319283784, 9783319283791
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Bayesian estimation of causal direction in acyclic structural equation models with individual-specific confounder variables and non-Gaussian distributions2014

    • Author(s)
      S. Shimizu and K. Bollen
    • Journal Title

      Journal of Machine LearningResearch

      Volume: 15 Pages: 2629-2652

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Higher-order accuracy of multiscale-double bootstrap for testing regions2014

    • Author(s)
      Hidetoshi Shimodaira
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 130 Pages: 208-223

    • DOI

      10.1016/j.jmva.2014.05.007

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Extended Robust Support Vector Machine Based on Financial Risk Minimization2014

    • Author(s)
      A. Takeda, S. Fujiwara, T. Kanamori
    • Journal Title

      Neural Computation

      Volume: 26 Issue: 11 Pages: 2541-2569

    • DOI

      10.1162/neco_a_00647

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Affine Invariant Divergences associated with Proper Composite Scoring Rules and their Applications2014

    • Author(s)
      T. Kanamori and H. Fujisawa
    • Journal Title

      Bernoulli

      Volume: 20 Pages: 2278-2304

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ParceLiNGAM : A causal ordering method robust against latent confounders2014

    • Author(s)
      Tashiro, T., Shimizu, S., Hyvarinen, A. and Washio, T
    • Journal Title

      Neural Computation

      Volume: 26(1) Issue: 1 Pages: 57-83

    • DOI

      10.1162/neco_a_00533

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Bregman extension of quasi-Newton updates II: analysis of robustness properties2013

    • Author(s)
      T. Kanamori, A. Ohara
    • Journal Title

      Journal of Computational and Applied Mathematics

      Volume: 253 Pages: 104-122

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Conjugate Relation between Loss Functions and Uncertainty Sets in Classification Problems2013

    • Author(s)
      T. Kanamori, A. Takeda, T. Suzuki
    • Journal Title

      Journal of Machine Learning Research

      Volume: 14 Pages: 1461-1504

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Unified Classification Model Based on Robust Optimization2013

    • Author(s)
      Akiko Takeda, Hiroyuki Mitsugi, and Takafumi Kanamori
    • Journal Title

      Neural Computation

      Volume: 25 Issue: 3 Pages: 759-804

    • DOI

      10.1162/neco_a_00412

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Computational complexity of kernel-based density-ratio estimation: A condition number analysis2013

    • Author(s)
      Takafumi Kanamori, Taiji Suzuki, and Masashi Sugiyama
    • Journal Title

      Machine Learning

      Volume: 90 Issue: 3 Pages: 431-460

    • DOI

      10.1007/s10994-012-5323-6

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Bregman Extension of quasi-Newton updates I: An Information Geometrical framework2013

    • Author(s)
      Takafumi Kanamori and Atsumi Ohara
    • Journal Title

      Optimization Methods and Software

      Volume: 28 Issue: 1 Pages: 96-123

    • DOI

      10.1080/10556788.2011.613073

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Measuring preferential attachment in growing networks with missing-timelines using Markov chain Monte Carlo2012

    • Author(s)
      P. Sheridan, Y. Yagahara, H. Shimodaira
    • Journal Title

      Physica A : Statistical Mechanics and its Applications

      Volume: 391 Issue: 20 Pages: 5031-5040

    • DOI

      10.1016/j.physa.2012.05.041

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Joint estimation of linear non-Gaussian acyclic models2012

    • Author(s)
      S. Shimizu
    • Journal Title

      Neurocomputing

      Volume: 81 Pages: 104-107

    • DOI

      10.1016/j.neucom.2011.11.005

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Density ratio matching under the Bregman divergence: A unified framework of density ratio estimation2011

    • Author(s)
      Masashi Sugiyama, Taiji Suzuki, and Takafumi Kanamori
    • Journal Title

      Annals of the Institute of Statistical Mathematics

      Volume: 11 Issue: 5 Pages: 1-36

    • DOI

      10.1007/s10463-011-0343-8

    • NAID

      40019382740

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Presentation] Non-Gaussian structural equation models for causal discovery2016

    • Author(s)
      Shohei Shimizu
    • Organizer
      2016 Probabilistic Graphical Model Workshop: Sparsity, Structure and High-dimensionality
    • Place of Presentation
      統計数理研究所(東京都・立川市)
    • Year and Date
      2016-03-23
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Non-Gaussian methods for causal discovery2016

    • Author(s)
      Shohei Shimizu
    • Organizer
      International Workshop on Causal Inference
    • Place of Presentation
      統計数理研究所(東京都・立川市)
    • Year and Date
      2016-01-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Robust regression using unnormalized model under heterogeneous contamination2015

    • Author(s)
      Hironori Fujisawa, Takafumi Kanamori
    • Organizer
      International Conference of the ERCIM WG on Computational and Methodological Statistics
    • Place of Presentation
      London, UK
    • Year and Date
      2015-12-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Empirical Localization of Homogeneous Divergences on Discrete Sample Spaces2015

    • Author(s)
      Takashi Takenouchi, Takafumi Kanamori
    • Organizer
      The Neural Information Processing Systems
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2015-12-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] mcPAFit: Nonparametric measurement of preferential attachment and fitness from a single network snapshot2015

    • Author(s)
      Thong Pham, Paul Sheridan, Hidetoshi Shimodaira
    • Organizer
      Conferences on Complex Systems (CCS'15)
    • Place of Presentation
      Arizona, USA
    • Year and Date
      2015-09-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複雑ネットワークの成長機構とタイムラインのベイズ同時推定2015

    • Author(s)
      Thong Pham, Paul Sheridan, 下平英寿
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] グラフ構造のブートストラップ法とクラスター係数についての漸近評価2015

    • Author(s)
      永田晴久, 下平英寿
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] データベクトル間マッチングの多変量解析とそのクロスバリデーション2015

    • Author(s)
      下平英寿
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
  • [Presentation] 多ドメインでのマッチング相関分析のロバスト化とその応用2015

    • Author(s)
      奥野彰文, 福井一輝, 下平英寿
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
  • [Presentation] 不完全観測における完全データの情報量規準2015

    • Author(s)
      伊森晋平, 前田晴義, 下平英寿
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
  • [Presentation] マッチング相関分析を用いた画像-マルチタグ間の相互検索2015

    • Author(s)
      福井一輝, 奥野彰文, 下平英寿
    • Organizer
      第18回画像の認識・理解シンポジウム MIRU 2015
    • Place of Presentation
      ホテル阪急エキスポパーク (大阪府・吹田市)
    • Year and Date
      2015-07-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] Bootstrap method for networks and its properties in random graphs2014

    • Author(s)
      Nagata, H. and Shimodaira H.
    • Organizer
      The 7th International Conference of the ERCIM WG on Computational and Methodological Statistics (ERCIM 2014)
    • Place of Presentation
      Pisa, Italy
    • Year and Date
      2014-12-07
    • Related Report
      2014 Annual Research Report
  • [Presentation] Legendre Transformation in Machine Learning2014

    • Author(s)
      T. Kanamori
    • Organizer
      Workshop: Information Geometry for Machine Learning
    • Place of Presentation
      理化学研究所 (埼玉県和光市)
    • Year and Date
      2014-12-03
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ランダムグラフにおけるグラフ構造のブートストラップの性質2014

    • Author(s)
      永田晴久,下平英寿
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学
    • Year and Date
      2014-09-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] Affine Invariant Divergences and their Applications2014

    • Author(s)
      T. Kanamori, H. Fujisawa
    • Organizer
      The 3rd Institute of Mathematical Statistics, Asia Pacific Rim Meeting
    • Place of Presentation
      Taipei
    • Year and Date
      2014-06-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] Estimation of causal direction in the presence of latent confounders and linear non-Gaussian structural equation models2014

    • Author(s)
      S. Shimizu
    • Organizer
      Causal Modeling and Machine Learning (Post-ICML workshop)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2014-06-25
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] A non-Gaussian approach for estimating possible causal direction in the presence of latent confounders2014

    • Author(s)
      S. Shimizu
    • Organizer
      Conference on Statistics and Causality 2014
    • Place of Presentation
      Vienna, Austria
    • Year and Date
      2014-05-23
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 個別化ページランクにもとづく無向グラフの可視化の試み2013

    • Author(s)
      下平英寿、永田晴久
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2013-09-11
    • Related Report
      2012 Annual Research Report
  • [Presentation] GPGPUを用いた階層型クラスタリングの信頼度計算2013

    • Author(s)
      永田晴久、下平英寿
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      北海道大学(北海道)
    • Year and Date
      2013-09-11
    • Related Report
      2012 Annual Research Report
  • [Presentation] Bootstrap confidence intervals in Direct LINGAM2012

    • Author(s)
      K. Thamvitayakul, S. Shimizu, T. Ueno, T. Washio, T. Tashiro
    • Organizer
      Int. Conf. on Data Mining Workshops (ICDMW2012)
    • Place of Presentation
      Brussels (Belgium)
    • Year and Date
      2012-12-10
    • Related Report
      2012 Annual Research Report
  • [Presentation] Estimation of causal orders in a linear non-Gaussian acyclic model : amethod robust against latent confounders2012

    • Author(s)
      T. Tashiro, S. Shimizu, Aapo Hyvarinen, T. Washio
    • Organizer
      Int. Conf. on Articial Neural Networks(ICANN2012)
    • Place of Presentation
      Lausanne (Switzerland)
    • Year and Date
      2012-09-13
    • Related Report
      2012 Annual Research Report
  • [Presentation] Robust opt imi zat ion-based classification method2012

    • Author(s)
      Takeda A., Kanamori T., Mitsugi H.
    • Organizer
      The 21st International Symposium on Mathematical Programming(ISMP)
    • Place of Presentation
      Berlin (Germany)
    • Year and Date
      2012-08-19
    • Related Report
      2012 Annual Research Report
  • [Presentation] Converting a Bayesian confidence value into a frequentist by reversing the sign of the data length2012

    • Author(s)
      H. Shimodaira
    • Organizer
      IMS Asia Pacific Rim Meeting (IMS-APRM)
    • Place of Presentation
      Tsukuba (茨城県)(招待講演)
    • Year and Date
      2012-07-03
    • Related Report
      2012 Annual Research Report
  • [Presentation] A Unified Robust Classification Model2012

    • Author(s)
      Takeda A. , Mitsugi H. , Kanamori T.
    • Organizer
      Int. Conf. on Machine Learning (ICML)
    • Place of Presentation
      Edinburgh (UK)
    • Year and Date
      2012-06-26
    • Related Report
      2012 Annual Research Report
  • [Presentation] A Conjugate Property between Loss Functions and Uncertainty Sets in Classification Problems2012

    • Author(s)
      Kanamori T., Takeda A., Suzuki T.
    • Organizer
      Int. Conf. on Learning Theory (COLT)
    • Place of Presentation
      Edinburgh (UK)
    • Year and Date
      2012-06-25
    • Related Report
      2012 Annual Research Report
  • [Presentation] A Laplacian for the personalized Page Rank of undirected graph2012

    • Author(s)
      H. Shimodaira, H. Nagata
    • Organizer
      9th Workshop on Algorithms and Models for the Web Graph (WAW2012)
    • Place of Presentation
      Halifax (Canada)
    • Year and Date
      2012-06-22
    • Related Report
      2012 Annual Research Report
  • [Presentation] Bootstrapping confidence intervals in linear non-Gaussian causal model2012

    • Author(s)
      Kittitat Thamvitayakul, 清水昌平 鷲尾隆, 田代竜也
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口県教育会館(山口県)
    • Year and Date
      2012-06-15
    • Related Report
      2012 Annual Research Report
  • [Presentation] 非ガウス性を用いた線形非巡回なデータ生成過程部分の発見と同定2012

    • Author(s)
      田代竜也, 清水昌平, 鷲尾隆
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口県教育会館(山口県)
    • Year and Date
      2012-06-15
    • Related Report
      2012 Annual Research Report
  • [Presentation] Higher-order accuracy of multiscale double-bootstrap resampling for testing regions

    • Author(s)
      Hidetoshi SHIMODAIRA
    • Organizer
      Bernoulli Society Satellite Meeting to the ISI World Statistics Congress
    • Place of Presentation
      東京大学(東京都文京区)
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 階層型クラスタリングにおけるブートストラップ法のGPGPU化とCPU/GPU負荷分散

    • Author(s)
      永田 晴久,下平 英寿
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] マルチスケール・ダブルブートストラップ法による領域の検定

    • Author(s)
      下平 英寿
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 複雑ネットワークの生成モデルにおける優先的選択関数のノンパラメトリック推定

    • Author(s)
      THE THONG PHAM,Paul Sheridan,下平 英寿
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] ガウシアングラフィカルモデルのスパース推定における正則化項の検討

    • Author(s)
      小倉 幸弘, 廣瀬 慧, 下平 英寿
    • Organizer
      日本計算機統計学会 第27回シンポジウム
    • Place of Presentation
      崇城大学ホール(熊本県熊本市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 経時データにおける非ガウス性を用いた因果構造探索

    • Author(s)
      門脇健人, 清水昌平, 鷲尾隆
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場 (富山県富山市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] 潜在交絡変数が存在する場合のベイズ的アプローチによる非ガウス因果構造推定法

    • Author(s)
      田中直樹, 清水昌平, 鷲尾 隆
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場 (富山県富山市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Estimation of causal direction in the presence of latent confounders using a Bayesian LiNGAM mixture model

    • Author(s)
      N. Tanaka, S. Shimizu, T. Washio
    • Organizer
      Causality: Perspectives from Different Disciplines
    • Place of Presentation
      Hotel Therme Vals (Vals, Switzerland)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Estimation of causal structures in longitudinal data using non-Gaussianity

    • Author(s)
      K. Kadowaki, S. Shimizu, T. Washio
    • Organizer
      23rd IEEE International Workshop on Machine Learning for Signal Processing (MLSP2013)
    • Place of Presentation
      Chilworth Manor Hotel & Conference Centre (Southampton, United Kingdom)
    • Related Report
      2013 Annual Research Report
  • [Presentation] アファイン不変な統計的ダイバージェンスとその応用

    • Author(s)
      金森敬文,藤澤洋徳
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学(大阪府豊中市)
    • Related Report
      2013 Annual Research Report
  • [Presentation] ヘルダー不等式とスケール不変ダイバージェンス

    • Author(s)
      金森敬文
    • Organizer
      統計多様体の幾何学の新展開
    • Place of Presentation
      京都大学数理解析研究所(京都府京都市)
    • Related Report
      2013 Annual Research Report

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Published: 2012-04-24   Modified: 2019-07-29  

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