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Developing data-structure-mining methods in deep learning

Research Project

Project/Area Number 18K11459
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 61040:Soft computing-related
Research InstitutionYamagata University

Principal Investigator

Yasuda Muneki  山形大学, 大学院理工学研究科, 教授 (20532774)

Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2019: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords深層学習 / 人工知能 / データマイニング / ベイズ統計 / 逆問題 / 情報統計力学 / アルゴリズム / 統計力学
Outline of Final Research Achievements

The aim of this research is to develop data-structure mining techniques in deep learning models to resolve the black box problem of deep learning. We have obtained the following results during this research period: (1) an estimaiton algorithm for the mutual information between the input and output layers in deep learning models and (2) an algorithm that can solve the inverse problem in deep learning models (i.e., the inverse inference from outputs to inputs).

Academic Significance and Societal Importance of the Research Achievements

深層学習のブラックボックス問題の解決に対する要請は、学術界はもちろんであるが、それよりむしろモノづくりの現場である民間のエンジニアリング界からの方が強い。本研究の成果はその要請に対して学術界からの具体的な実践的回答を与えるきっかけとなるものであり、深層学習の分野で未だ存在する学術界とモノづくり界の障壁を打ち崩す可能性を秘めている。つまり、本研究の成果は、将来の人工知能産業への多くの民間企業のスムーズな参入を助けるものになると期待される。

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (67 results)

All 2021 2020 2019 2018 Other

All Journal Article (28 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 28 results,  Open Access: 15 results) Presentation (36 results) (of which Int'l Joint Research: 14 results,  Invited: 9 results) Book (2 results) Remarks (1 results)

  • [Journal Article] A Generalization of Spatial Monte Carlo Integration2021

    • Author(s)
      Muneki Yasuda and Kei Uchizawa
    • Journal Title

      Neural Computation

      Volume: 33 Issue: 4 Pages: 1037-1062

    • DOI

      10.1162/neco_a_01365

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multi-layered Discriminative Restricted Boltzmann Machine with Untrained Probabilistic Layer2021

    • Author(s)
      Yuri Kanno and Muneki Yasuda
    • Journal Title

      Proceedings of the 25th International Conference on Pattern Recognition

      Volume: - Pages: 7655-7660

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive Thouless-Anderson-Palmer equation for higher-order Markov random fields2020

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

      Journal of the Physical Society of Japan

      Volume: 89 Issue: 6 Pages: 064007-064007

    • DOI

      10.7566/jpsj.89.064007

    • NAID

      40022254148

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Changing Tendency Analysis of Sleep Quality Based on Temperature and Respiratory Frequency Using Neural Network Model2020

    • Author(s)
      Minami Tsuchiya, Seung-Il Cho, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Journal Title

      International Journal of Fuzzy Logic and Intelligent Systems

      Volume: 20 Issue: 2 Pages: 87-95

    • DOI

      10.5391/ijfis.2020.20.2.87

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Consistent batch normalization for weighted loss in imbalanced-data environment2020

    • Author(s)
      Muneki Yasuda, Yeo Xian En, and Seishirou Ueno
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 11 Issue: 4 Pages: 454-465

    • DOI

      10.1587/nolta.11.454

    • NAID

      130007921451

    • ISSN
      2185-4106
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Visualization and evaluation of the relation between the estimated sleep satisfaction levels using nonlinear multiple regression analysis and autonomic nervous system2020

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 11 Issue: 4 Pages: 517-526

    • DOI

      10.1587/nolta.11.517

    • NAID

      130007921443

    • ISSN
      2185-4106
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Effective Fine-Tuning Algorithm for Deep Boltzmann Machine2020

    • Author(s)
      Tomu Katsumata and Muneki Yasuda
    • Journal Title

      Proceedings of the 2020 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 29-32

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Study on the Correlation Between the Subjective Satisfaction of Sleep and Phase of a 90-Minute Periodic Signal2020

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Journal Title

      Proceedings of the 2020 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 37-39

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An efficient test method for noise robustness of deep neural networks2019

    • Author(s)
      Muneki Yasuda, Hironori Sakata, Seung-Il Cho, Tomochika Harada, Atushi Tanaka, and Michio Yokoyama
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 10 Issue: 2 Pages: 221-235

    • DOI

      10.1587/nolta.10.221

    • NAID

      130007622356

    • ISSN
      2185-4106
    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [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

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Restricted Boltzmann Machine with Multivalued Hidden Variables: a model suppressing over-fitting2019

    • Author(s)
      Yuuki Yokoyama, Tomu Katsumata, and Muneki Yasuda
    • Journal Title

      The Review of Socionetwork Strategies

      Volume: 12 Issue: 2 Pages: 253-266

    • DOI

      10.1007/s12626-019-00042-4

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detection of human-interaction network using Markov random field2019

    • Author(s)
      Muneki Yasuda, Kouta Katou, Yoshitaka Mikuni, Yuuki Yokoyama, Tomochika Harada, Atsushi Tanaka, and Michio Yokoyama
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 10 Issue: 4 Pages: 485-495

    • DOI

      10.1587/nolta.10.485

    • NAID

      130007722625

    • ISSN
      2185-4106
    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation of sleep onset and awaking time using a deep neural network with physiological data during sleep2019

    • Author(s)
      Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, Seung-Il Cho, and Michio Yokoyama
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 10 Issue: 4 Pages: 366-372

    • DOI

      10.1587/nolta.10.366

    • NAID

      130007722645

    • ISSN
      2185-4106
    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Sublinear Computational Time Modeling by Momentum-Space Renormalization Group Theory in Statistical Machine Learning Procedures2019

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

      The Review of Socionetwork Strategies

      Volume: 13 Issue: 2 Pages: 281-306

    • DOI

      10.1007/s12626-019-00053-1

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Empirical Bayes method for Boltzmann machines2019

    • Author(s)
      Muneki Yasuda and Tomoyuki Obuchi
    • Journal Title

      Journal of Physics A: Mathematical and Theoretical

      Volume: 53 Issue: 1 Pages: 014004-014004

    • DOI

      10.1088/1751-8121/ab57a7

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Improvement of Batch Normalization in Imbalanced Data2019

    • Author(s)
      Muneki Yasuda and Seishirou Ueno
    • Journal Title

      Proceedings of the 2019 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 146-149

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Study on the Relation Between the Estimated Sleep Satisfaction Levels Using Multiple Regression Analysis and Autonomic Nervous System2019

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Journal Title

      Proceedings of the 2019 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 153-156

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Overcoming Chasm Phenomena in Diffusion on Cookpad Community2019

    • Author(s)
      Atsushi Tanaka, Shin Nagasawa, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Journal Title

      Proceedings of the 2019 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 150-152

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] An efficient test method for noise robustness of deep neural networks2019

    • Author(s)
      Muneki Yasuda, Hironori Sakata, Seung-Il Cho, Tomochika Harada, Atushi Tanaka, and Michio Yokoyama
    • Journal Title

      Nonlinear Theory and its Applications

      Volume: -

    • NAID

      130007622356

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [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: E101.D Issue: 6 Pages: 1629-1639

    • DOI

      10.1587/transinf.2017EDP7346

    • NAID

      130007382462

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2018-06-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [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

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation System of Blood Pressure Variation with Photoplethysmography Signals Using Multiple Regression Analysis and Neural Network2018

    • Author(s)
      Cho Seung-Il、Negishi Takumi、Tsuchiya Minami、Yasuda Muneki、Yokoyama Michio
    • Journal Title

      INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS

      Volume: 18 Issue: 4 Pages: 229-236

    • DOI

      10.5391/ijfis.2018.18.4.229

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation System of Blood Pressure Variation Using Multiple Regression Analysis and Neural Network2018

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Muneki Yasuda and Michio Yokoyama
    • Journal Title

      Proceedings of the International Conference on Advances in Next Generation Computer and Information Technology V (NGCIT2018), Advanced Science and Technology Letters

      Volume: 152 Pages: 61-64

    • DOI

      10.14257/astl

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of Awaking Time Using a Deep Neural Network with Physiological Data During Sleep2018

    • Author(s)
      Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, Seung-Il Cho, and Michio Yokoyama
    • Journal Title

      Proceedings of the 2018 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 27-30

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Multiple Beacon System for Detection of the Gathering Degree of People in a Certain Place2018

    • Author(s)
      Tomochika Harada, Michio Yokoyama, Muneki Yasuda, and Atsushi Tanaka
    • Journal Title

      Proceedings of the 2018 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 31-33

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Detecting Human-Interaction Networks Based on Statistical Machine Learning and Sparse Modeling2018

    • Author(s)
      Muneki Yasuda, Yoshitaka Mikuni, Yuuki Yokoyama, Tomochika Harada, Atsushi Tanaka, and Michio Yokoyama
    • Journal Title

      Proceedings of the 2018 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 34-37

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Community Analysis of Social Networks Based on Network Indexes2018

    • Author(s)
      Atsushi Tanaka, Seung-Il Cho, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Journal Title

      Proceedings of the 2018 International Symposium on Nonlinear Theory and its Applications

      Volume: - Pages: 38-41

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimation of Correlation between Multiple Parameters and Sleep Satisfaction Using Deep Neural Network for Pleasant Sleeping Support System2018

    • Author(s)
      Seung-Il Cho, Muneki Yasuda, Minami Tsuchiya, Tomochika Harada, Atsushi Tanaka, and Michio Yokoyama
    • Journal Title

      Proceedings of the 31th International Conference on Computer Applications in Industry and Engineering

      Volume: - Pages: 26-30

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Presentation] Multi-layered Discriminative Restricted Boltzmann Machine with Untrained Probabilistic Layer2021

    • Author(s)
      Yuri Kanno and Muneki Yasuda
    • Organizer
      The 25th International Conference on Pattern Recognition
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ノイズの相関構造を考慮した確率的画像処理2021

    • Author(s)
      矯徳慧,安田宗樹
    • Organizer
      情報処理学会東北支部研究会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 深層ボルツマンマシンに対する統計力学的解析2021

    • Author(s)
      前野陵介,安田宗樹
    • Organizer
      日本物理学会 第76回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 空間モンテカルロ積分法と焼なまし重点サンプリングを組み合わせた高性能サンプリング近似法2021

    • Author(s)
      関本快士,安田宗樹
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 不均衡回帰問題に対する重み付きバッチ正規化法の検証2021

    • Author(s)
      楊顕恩,安田宗樹
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 非学習型確率層により多層化された制限ボルツマンマシン分類器の性能の検討2021

    • Author(s)
      菅野友理,安田宗樹
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 深層ボルツマンマシンにおける学習アルゴリズムの改良2021

    • Author(s)
      勝亦利宗,安田宗樹
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] マルコフ確率場と非局所パッチ法を組み合わせた画像補修アルゴリズム2021

    • Author(s)
      門馬維紀,安田宗樹
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 眠りSCANを用いた寝姿勢推定システムの構築2021

    • Author(s)
      葛原優樹,近藤栄太郎,豊田彩織,椎野俊秀,木暮貴政,安田宗樹
    • Organizer
      情報処理学会 第83回全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Effective Fine-Tuning Algorithm for Deep Boltzmann Machine2020

    • Author(s)
      Tomu Katsumata and Muneki Yasuda
    • Organizer
      The 2020 International Symposium on Nonlinear Theory and its Applications
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Study on the Correlation Between the Subjective Satisfaction of Sleep and Phase of a 90-Minute Periodic Signal2020

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Organizer
      The 2020 International Symposium on Nonlinear Theory and its Applications
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ボルツマンマシンのグラフマイニングへの応用2020

    • Author(s)
      安田宗樹
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] スパース中間層を持つ制限ボルツマンマシン分類器2020

    • Author(s)
      勝亦利宗,安田宗樹
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 経験ベイズ法を用いた連続値ボルツマンマシンのハイパーパラメータ推定2020

    • Author(s)
      加藤航太,安田宗樹
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] ニューラルネットワーク上の入出力逆問題と相互情報量の解析2020

    • Author(s)
      千田翼,安田宗樹
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 確率的極端学習機械による制限ボルツマンマシン分類器の多層化2020

    • Author(s)
      菅野友理,安田宗樹
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Linear-Time Algorithm in Bayesian Image Denoising based on Gaussian Markov Random Field2019

    • Author(s)
      Muneki Yasuda
    • Organizer
      International Workshop on Innovative Algorithms for Big Data
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Improvement of Batch Normalization in Imbalanced Data2019

    • Author(s)
      Muneki Yasuda and Seishirou Ueno
    • Organizer
      2019 International Symposium on Nonlinear Theory and its Applications
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Study on the Relation Between the Estimated Sleep Satisfaction Levels Using Multiple Regression Analysis and Autonomic Nervous System2019

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Organizer
      2019 International Symposium on Nonlinear Theory and its Applications
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Overcoming Chasm Phenomena in Diffusion on Cookpad Community2019

    • Author(s)
      Atsushi Tanaka, Shin Nagasawa, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Organizer
      2019 International Symposium on Nonlinear Theory and its Applications
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Empirical Bayes method for Boltzmann machines2019

    • Author(s)
      Muneki Yasuda
    • Organizer
      Workshop on Statistical Physics of Disordered Systems and Its Applications
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] ディープラーニングの基礎の考え方と実践のコツ~最新の人工知能技術の本質と実践法を理解する~2019

    • Author(s)
      安田宗樹
    • Organizer
      株式会社R&D支援センターセミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 確率的グラフィカルモデルの基礎とその応用 ~データ生成モデル、データマイニング、そして、人工知能への応用~2019

    • Author(s)
      安田宗樹
    • Organizer
      株式会社トリケップスセミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] レプリカ法を用いたボルツマンマシンに対する経験ベイズ推定2019

    • Author(s)
      安田宗樹,小渕智之
    • Organizer
      日本物理学会 第74回年次大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Estimation System of Blood Pressure Variation Using Multiple Regression Analysis and Neural Network2018

    • Author(s)
      Seung-Il Cho, Minami Tsuchiya, Muneki Yasuda and Michio Yokoyama
    • Organizer
      The International Conference on Advances in Next Generation Computer and Information Technology V (NGCIT2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation of Awaking Time Using a Deep Neural Network with Physiological Data During Sleep2018

    • Author(s)
      Minami Tsuchiya, Atsushi Tanaka, Muneki Yasuda, Tomochika Harada, Seung-Il Cho, and Michio Yokoyama
    • Organizer
      The 2018 International Symposium on Nonlinear Theory and its Applications (NOLTA2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Multiple Beacon System for Detection of the Gathering Degree of People in a Certain Place2018

    • Author(s)
      Tomochika Harada, Michio Yokoyama, Muneki Yasuda, and Atsushi Tanaka
    • Organizer
      The 2018 International Symposium on Nonlinear Theory and its Applications (NOLTA2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Detecting Human-Interaction Networks Based on Statistical Machine Learning and Sparse Modeling2018

    • Author(s)
      Muneki Yasuda, Yoshitaka Mikuni, Yuuki Yokoyama, Tomochika Harada, Atsushi Tanaka, and Michio Yokoyama
    • Organizer
      The 2018 International Symposium on Nonlinear Theory and its Applications (NOLTA2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Community Analysis of Social Networks Based on Network Indexes2018

    • Author(s)
      Atsushi Tanaka, Seung-Il Cho, Muneki Yasuda, Tomochika Harada, and Michio Yokoyama
    • Organizer
      The 2018 International Symposium on Nonlinear Theory and its Applications (NOLTA2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation of Correlation between Multiple Parameters and Sleep Satisfaction Using Deep Neural Network for Pleasant Sleeping Support System2018

    • Author(s)
      Seung-Il Cho, Muneki Yasuda, Minami Tsuchiya, Tomochika Harada, Atsushi Tanaka, and Michio Yokoyama
    • Organizer
      The 31th International Conference on Computer Applications in Industry and Engineering (CAINE2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] ディープラーニングとパターン認識、最先端の人工知能へ2018

    • Author(s)
      安田宗樹
    • Organizer
      株式会社トリケップスセミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 確率的グラフィカルモデルの基礎とその応用2018

    • Author(s)
      安田宗樹
    • Organizer
      株式会社日本テクノセンターセミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 統計的機械学習2018

    • Author(s)
      安田宗樹
    • Organizer
      第37回日本医用画像工学会大会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 人と機械のデータサイエンス2018

    • Author(s)
      安田宗樹
    • Organizer
      第54回日本眼光学学会総会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 確率的グラフィカルモデルの基礎と人工知能への応用2018

    • Author(s)
      安田宗樹
    • Organizer
      株式会社日本テクノセンターセミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 適応 Thouless-Anderson-Palmer 近似による勾配法を用いた制限ボルツマンマシンの学習2018

    • Author(s)
      高橋茶子,安田宗樹,田中和之
    • Organizer
      第21回情報論的学習理論ワークショップ (IBIS2018)
    • Related Report
      2018 Research-status Report
  • [Book] スパースモデリング 理論、アルゴリズム、応用2019

    • Author(s)
      Irina Rish、Genady Ya. Grabarnik、竹澤邦夫、大関真之、高橋茶子、竹田晃人、徳田悟、藤本晃司、安田宗樹
    • Total Pages
      248
    • Publisher
      ジャムハウス
    • ISBN
      9784906768738
    • Related Report
      2019 Research-status Report
  • [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
      262
    • Publisher
      共立出版
    • ISBN
      9784320111233
    • Related Report
      2018 Research-status Report
  • [Remarks] 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
      2018 Research-status Report

URL: 

Published: 2018-04-23   Modified: 2022-01-27  

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