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Approach to sparse modeling based on compressed sensing

Planned Research

Project AreaInitiative for High-Dimensional Data-Driven Science through Deepening of Sparse Modeling
Project/Area Number 25120008
Research Category

Grant-in-Aid for Scientific Research on Innovative Areas (Research in a proposed research area)

Allocation TypeSingle-year Grants
Review Section Complex systems
Research InstitutionKyoto University

Principal Investigator

Tanaka Toshiyuki  京都大学, 情報学研究科, 教授 (10254153)

Co-Investigator(Kenkyū-buntansha) 池田 思朗  統計数理研究所, 数理・推論研究系, 教授 (30336101)
大関 真之  東北大学, 情報科学研究科, 准教授 (80447549)
Project Period (FY) 2013-06-28 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥68,120,000 (Direct Cost: ¥52,400,000、Indirect Cost: ¥15,720,000)
Fiscal Year 2017: ¥14,040,000 (Direct Cost: ¥10,800,000、Indirect Cost: ¥3,240,000)
Fiscal Year 2016: ¥14,170,000 (Direct Cost: ¥10,900,000、Indirect Cost: ¥3,270,000)
Fiscal Year 2015: ¥14,040,000 (Direct Cost: ¥10,800,000、Indirect Cost: ¥3,240,000)
Fiscal Year 2014: ¥14,170,000 (Direct Cost: ¥10,900,000、Indirect Cost: ¥3,270,000)
Fiscal Year 2013: ¥11,700,000 (Direct Cost: ¥9,000,000、Indirect Cost: ¥2,700,000)
Keywords圧縮センシング / スパースモデリング / ベイズ統計 / 核磁気共鳴 / X線回折 / 磁気共鳴画像法 / 電波干渉計
Outline of Final Research Achievements

In collaboration with the Medical Science team, Planetary Science team and others, we have developed image reconstruction methods from fewer numbers of measurement data in magnetic resonance imaging (MRI) and very long baseline interferometry (VLBI), in which compressed sensing has been utilized. As an example, using one of the proposed methods, we visualized spatio-temporal dynamics of metabolism of glucose injected into a tumor-bearing mouse in vivo via magnetic resonance spectroscopic imaging (MRSI), where one can observe spreading of the injected glucose over the whole body and conversion into lactate within the tumor tissue (the Warburg effect). Without compressed sensing, it takes several hours to acquire data even for a single frame, making measurement of spatio-temporal dynamics impossible. We have thus proved feasibility of the concept that with compressed sensing one can visualize spatio-temporal dynamics of biochemical processes in body non-invasively.

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (156 results)

All 2018 2017 2016 2015 2014 2013 Other

All Int'l Joint Research (2 results) Journal Article (36 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 34 results,  Open Access: 20 results,  Acknowledgement Compliant: 18 results) Presentation (113 results) (of which Int'l Joint Research: 37 results,  Invited: 42 results) Book (4 results) Patent(Industrial Property Rights) (1 results)

  • [Int'l Joint Research] シブ・ナダー大学(インド)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] シブ・ナダー大学(インド)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] "Slow-scanning" in ground-based mid-infrared observations2018

    • Author(s)
      Ryou Ohsawa, Shigeyuki Sako, Takashi Miyata, Takafumi Kamizuka, Kazushi Okada, Kiyoshi Mori, Masahito S. Uchiyama, Junpei Yamaguchi, Takuya Fujiyoshi, Mikio Morii, Shiro Ikeda
    • Journal Title

      The Astrophysical Journal

      Volume: 857 Issue: 1 Pages: 37-37

    • DOI

      10.3847/1538-4357/aab6ae

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exhaustive Search for Sparse Variable Selection in Linear Regression2018

    • Author(s)
      Igarashi Yasuhiko、Takenaka Hikaru、Nakanishi-Ohno Yoshinori、Uemura Makoto、Ikeda Shiro、Okada Masato
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 87 Issue: 4 Pages: 044802-044802

    • DOI

      10.7566/jpsj.87.044802

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Accelerating cross-validation with total variation and its application to super-resolution imaging2017

    • Author(s)
      Tomoyuki Obuchi, Shiro Ikeda, Kazunori Akiyama, Yoshiyuki Kabashima
    • Journal Title

      PLOS One

      Volume: 12 Issue: 12 Pages: e0188012-e0188012

    • DOI

      10.1371/journal.pone.0188012

    • NAID

      120006582650

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Sparse modeling approach to analytical continuation of imaginary-time quantum Monte Carlo data2017

    • Author(s)
      Otsuki Junya、Ohzeki Masayuki、Shinaoka Hiroshi、Yoshimi Kazuyoshi
    • Journal Title

      Physical Review E

      Volume: 95 Issue: 6 Pages: 1-6

    • DOI

      10.1103/physreve.95.061302

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Compressing Green's function using intermediate representation between imaginary-time and real-frequency domains2017

    • Author(s)
      Shinaoka Hiroshi、Otsuki Junya、Ohzeki Masayuki、Yoshimi Kazuyoshi
    • Journal Title

      Physical Review B

      Volume: 96 Issue: 3 Pages: 1-8

    • DOI

      10.1103/physrevb.96.035147

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Machine learningの医学研究領域への利用  現代の魔法は本物か?  ディープラーニング入門2017

    • Author(s)
      大関真之
    • Journal Title

      INNERVISION

      Volume: 9 Pages: 50-53

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Data compression for the Tomo-e Gozen using low-rank matrix approximation2017

    • Author(s)
      Mikio Morii, Shiro Ikeda, Shigeyuki Sako, Ryo Ohsawa
    • Journal Title

      The Astrophysical Journal

      Volume: 835 Issue: 1 Pages: 1-1

    • DOI

      10.3847/1538-4357/835/1/1

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Superresolution full-polarimetric imaging for radio interferometry with sparse modeling2017

    • Author(s)
      Kazunori Akiyama, Shiro Ikeda, Mollie Pleau, Vincent L. Fish, Fumie Tazaki, Kazuki Kuramochi, Avery Broderick, Jason Dexter, Monika Moscibrodzka, Michael Gowanlock, Mareki Honma, Sheperd S. Doeleman
    • Journal Title

      The Astronomical Journal

      Volume: 153 Issue: 4 Pages: 159-159

    • DOI

      10.3847/1538-3881/aa6302

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Imaging the Schwarzschild-radius-scale Structure of M87 with the Event Horizon Telescope Using Sparse Modeling2017

    • Author(s)
      Akiyama K., Kuramochi K., Ikeda S., Fish V., Tazaki F., Honma M., Doeleman S., Broderick A., Dexter J., Moscibrodzka M., Bouman K., Chael A., and Zaizen M.
    • Journal Title

      The Astrophysical Journal

      Volume: 838 Issue: 1 Pages: 1-1

    • DOI

      10.3847/1538-4357/aa6305

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Energy landscape analysis of neuroimaging data2017

    • Author(s)
      Takahiro Ezaki, Takamitsu Watanabe, Masayuki Ohzeki, and Naoki Masada
    • Journal Title

      Philosophical Transactions A: Mathematical, Physical and Engineering Sciences

      Volume: 印刷中

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Quantum Monte Carlo simulation of a particular class of non-stoquastic Hamiltonians in quantum annealing2017

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Scientific Reports

      Volume: 7 Issue: 1 Pages: 41186-41186

    • DOI

      10.1038/srep41186

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Protein NMR Structure Refinement based on Bayesian Inference2016

    • Author(s)
      Teppei Ikeya, Shiro Ikeda, Takanori Kigawa, Yutaka Ito and Peter Guentert
    • Journal Title

      J. Phys.: Conf. Ser.

      Volume: 699 Pages: 012005-012005

    • DOI

      10.1088/1742-6596/699/1/012005

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Imaging black holes with sparse modeling2016

    • Author(s)
      Mareki Honma, Kazunori Akiyama, Fumie Tazaki, Kazuki Kuramochi, Shiro Ikeda, Kazuhiro Hada, Makoto Uemura
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 699 Pages: 012006-012006

    • DOI

      10.1088/1742-6596/699/1/012006

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Sparse modeling for astronomical data analysis2016

    • Author(s)
      Shiro Ikeda, Hirokazu Odaka, Makoto Uemura
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 699 Pages: 012008-012008

    • DOI

      10.1088/1742-6596/699/1/012008

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Data-driven approach to Type Ia supernovae: variable selection on the peak luminosity and clustering in visual analytics2016

    • Author(s)
      Makoto Uemura, Koji S. Kawabata, Shiro Ikeda, Keiichi Maeda, Hsiang-Yun Wu, Kazuho Watanabe, Shigeo Takahashi, Issei Fujishiro
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 699 Pages: 012009-012009

    • DOI

      10.1088/1742-6596/699/1/012009

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] PRECL: A new method for interferometry imaging from closure phase2016

    • Author(s)
      Ikeda S., Tazaki F., Akiyama K., Hada K., Honma M.
    • Journal Title

      Publications of the Astronomical Society of Japan

      Volume: 68 Issue: 3 Pages: 45-45

    • DOI

      10.1093/pasj/psw042

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Rate-distortion functions for gamma-type sources under absolute-log distortion measure2016

    • Author(s)
      Kazuho Watanabe, Shiro Ikeda
    • Journal Title

      IEEE Transactions on Information Theory

      Volume: 62 Issue: 10 Pages: 5496-5502

    • DOI

      10.1109/tit.2016.2602100

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] In-cell structure determination of proteins at near-physiological concentration2016

    • Author(s)
      Teppei Ikeya, Tomomi Hanashima, Saori Hosoya, Manato Shimazaki, Shiro Ikeda, Masaki Mishima, Peter Guentert and Yutaka Ito
    • Journal Title

      Scientific Reports

      Volume: 6 Issue: 1 Pages: 38312-38312

    • DOI

      10.1038/srep38312

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Statistical mechanical models of the integer factorization problem2016

    • Author(s)
      Chihiro H. Nakajima and Masayuki Ohzeki
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 86 Issue: 1 Pages: 014001-014001

    • DOI

      10.7566/jpsj.86.014001

    • NAID

      40021057631

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Stochastic gradient method by accelerated stochastic dynamics2016

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 699 Pages: 012019-012019

    • DOI

      10.1088/1742-6596/699/1/012019

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Optimization of Regularization Parameters in Compressed Sensing of Magnetic Resonance Angiography: Can Statistical Image Metrics Mimic Radiologists' Perception?2016

    • Author(s)
      Akasaka T, Fujimoto K, Yamamoto T, Okada T, Fushumi Y, Yamamoto A,Tanaka T, Togashi K.
    • Journal Title

      PLoS One

      Volume: 11 Issue: 1 Pages: e0146548-e0146548

    • DOI

      10.1371/journal.pone.0146548

    • NAID

      120005743642

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Compressed sensing 3-dimensional time-of-flight magnetic resonance angiography for cerebral aneurysms: optimization and evaluation2015

    • Author(s)
      Yasutaka Fushimi, Koji Fujimoto, Tomohisa Okada, Akira Yamamoto, Toshiyuki Tanaka, Takayuki Kikuchi, Susumu Miyamoto, and Kaori Togashi
    • Journal Title

      Investigative Radiology

      Volume: 51 Issue: 4 Pages: 228-235

    • DOI

      10.1097/rli.0000000000000226

    • NAID

      120005690118

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Entropic risk minimization for nonparametric estimation of mixing distributions2015

    • Author(s)
      Kazuho Watanabe and Shiro Ikeda
    • Journal Title

      Machine Learning

      Volume: 99(1) Issue: 1 Pages: 119-136

    • DOI

      10.1007/s10994-014-5467-7

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Variable selection for modeling the absolute magnitude at maximum of Type Ia supernovae2015

    • Author(s)
      Makoto Uemura, Koji S. Kawabata, Shiro Ikeda, and Keiichi Maeda
    • Journal Title

      Publications of the Astronomical Society of Japan

      Volume: 67 Issue: 3

    • DOI

      10.1093/pasj/psv031

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 特集「スパースモデリング:情報処理の新しい流れ」にあたって2015

    • Author(s)
      池田思朗
    • Journal Title

      応用数理

      Volume: 25(1) Pages: 2-4

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] スパースモデリングと医用MRI2015

    • Author(s)
      藤本晃司, 田中利幸
    • Journal Title

      応用数理

      Volume: 25(1) Pages: 10-14

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] スパースモデリングと天文学2015

    • Author(s)
      池田思朗, 本間希樹, 植村誠
    • Journal Title

      応用数理

      Volume: 25(1) Pages: 15-19

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] L1-Regularized Boltzmann Machine Learning Using Majorizer Minimization2015

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Journal of Physical Society of Japan

      Volume: 84 Issue: 5 Pages: 054801-054801

    • DOI

      10.7566/jpsj.84.054801

    • NAID

      210000133563

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Statistical-Mechanical Analysis of Pre-training and Fine Tuning in Deep Learning2015

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Journal of Physical Society of Japan

      Volume: 84 Issue: 3 Pages: 034003-034003

    • DOI

      10.7566/jpsj.84.034003

    • NAID

      40020394863

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Detection of Cheating by Decimation Algorithm2015

    • Author(s)
      Shogo Yamanaka, Masayuki Ohzeki, Aurélien Decelle
    • Journal Title

      Journal of Physical Society of Japan

      Volume: 84 Issue: 2 Pages: 024801-024801

    • DOI

      10.7566/jpsj.84.024801

    • NAID

      120005530944

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] MRI Image Recovery on the Basis of Sparsity2014

    • Author(s)
      田中利幸
    • Journal Title

      Medical Imaging Technology

      Volume: 32 Issue: 3 Pages: 182-187

    • DOI

      10.11409/mit.32.182

    • NAID

      130004679780

    • ISSN
      0288-450X, 2185-3193
    • Related Report
      2014 Annual Research Report
  • [Journal Article] Bin mode estimation methods for Compton camera imaging2014

    • Author(s)
      S. Ikeda, H. Odaka, M. Uemura, T. Takahashi, S. Watanabe, S. Takeda
    • Journal Title

      Nuclear Instruments and Methods in Physics Research A

      Volume: 760 Pages: 46-56

    • DOI

      10.1016/j.nima.2014.05.081

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Super-resolution imaging with radio interferometry using sparse modeling2014

    • Author(s)
      Honma, Mareki ; Akiyama, Kazunori ; Uemura, Makoto ; Ikeda, Shiro
    • Journal Title

      Publications of the Astronomical Society of Japan

      Volume: 66 Issue: 5 Pages: 95-95

    • DOI

      10.1093/pasj/psu070

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Statistical-mechanics analysis of Gaussian labeled-unlabeled classification problems2013

    • Author(s)
      Toshiyuki Tanaka
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 473 Pages: 12001-12001

    • DOI

      10.1088/1742-6596/473/1/012001

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] X線自由電子レーザーによる分子の電子密度推定2013

    • Author(s)
      池田思朗,河野秀俊
    • Journal Title

      統計数理

      Volume: 61 Pages: 135-146

    • NAID

      120006020783

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Belief propagation with multipoint correlations and its application to Inverse problem2013

    • Author(s)
      Masayuki Ohzeki
    • Journal Title

      Journal of Physics: Conference Series

      Volume: 473 Pages: 12005-12005

    • DOI

      10.1088/1742-6596/473/1/012005

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] Improving time resolution in the imaging of metabolic dynamics using compressed sensing from 2D heteronuclear multiple quantum coherence2018

    • Author(s)
      Utako Yamamoto, Hirohiko Imai, Kei Sano, Masayuki Ohzeki, Tetsuya Matsuda, Toshiyuki Tanaka
    • Organizer
      Joint Annual Meeting ISMRM-ESMRMB
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance analysis of L1-norm minimization for compressed sensing with non-zero-mean matrix elements2018

    • Author(s)
      Toshiyuki Tanaka
    • Organizer
      IEEE International Symposium on Information Theory
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D reconstruction of TEM-CT via D-Wave2018

    • Author(s)
      Masamichi J. Miyama, Chihiro H. Nakajima, Masayuki Ohzeki
    • Organizer
      Quantum Machine Learning & Biomimetic Quantum Technologies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Statistical mechanical analysis of Hamiltonian estimation of Ising spin glass based on the framework of statistical query learning2018

    • Author(s)
      Chako Takahashi, Masayuki Ohzeki, Shuntaro Okada, Masayoshi Terabe, Shinichirou Taguchi, Kazuyuki Tanaka
    • Organizer
      Quantum Machine Learning & Biomimetic Quantum Technologies
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 中性子散乱におけるスパースモデリングの応用2018

    • Author(s)
      世永公輝, 林田翔平, 大関真之, 益田隆嗣
    • Organizer
      日本物理学会第73回年次大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 多体グリーン関数の自然な疎表現と計算物理学への応用2018

    • Author(s)
      品岡寛, 大槻純也, 大関真之, 吉見一慶
    • Organizer
      日本物理学会第73回年次大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] イジング・XYスピン型計算機と機械学習2017

    • Author(s)
      大関真之
    • Organizer
      ImPACT量子情報技術ワークショップ
    • Place of Presentation
      JST東京本部別館
    • Year and Date
      2017-03-27
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] ポアソンノイズを用いた圧縮センシングにおける相転移の推定2017

    • Author(s)
      宮田大士,田中利幸
    • Organizer
      電子情報通信学会2017年総合大会
    • Place of Presentation
      名城大学天白キャンパス
    • Year and Date
      2017-03-22
    • Related Report
      2016 Annual Research Report
  • [Presentation] 磁気共鳴指紋検査法におけるMRパラメータの推定への勾配法の適用2017

    • Author(s)
      平岩拓巳,田中利幸,小林尚玄
    • Organizer
      電子情報通信学会2017年総合大会
    • Place of Presentation
      名城大学天白キャンパス
    • Year and Date
      2017-03-22
    • Related Report
      2016 Annual Research Report
  • [Presentation] 今日から始めるスパースモデリング2017

    • Author(s)
      大関真之
    • Organizer
      情報・データ科学との連携・融合による物性物理・量子化学の新展開
    • Place of Presentation
      理化学研究所計算科学研究機構
    • Year and Date
      2017-03-22
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 連続値量子アニーリング-適応的量子揺らぎによる最適化-2017

    • Author(s)
      大関真之,岡田俊太郎,寺部雅能,田口慎一郎
    • Organizer
      日本物理学会第71回年次大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Year and Date
      2017-03-17
    • Related Report
      2016 Annual Research Report
  • [Presentation] スパースモデリングを利用した量子モンテカルロデータの解析接続2017

    • Author(s)
      大槻純也,大関真之,品岡寛,吉見一慶
    • Organizer
      日本物理学会第71回年次大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Year and Date
      2017-03-17
    • Related Report
      2016 Annual Research Report
  • [Presentation] 揺らぎ定理と非平衡系の応答理論2017

    • Author(s)
      一木輝久,大関真之
    • Organizer
      日本物理学会第71回年次大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Year and Date
      2017-03-17
    • Related Report
      2016 Annual Research Report
  • [Presentation] 30分で分かるスパースモデリングの基礎と応用:画像問題を中心として2017

    • Author(s)
      大関真之
    • Organizer
      第63回応用物理学会春季学術講演会
    • Place of Presentation
      パシフィコ横浜
    • Year and Date
      2017-03-14
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 圧縮センシング-スパースモデリングから核医学画像へ-2017

    • Author(s)
      大関真之
    • Organizer
      核医学技術セミナー
    • Place of Presentation
      島津製作所本社三条工場本館大ホール
    • Year and Date
      2017-03-04
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Sparse modeling for quantum Monte Carlo simulation2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      鈴木増雄先生の傘寿記念ワークショップ
    • Place of Presentation
      東京大学本郷キャンパス
    • Year and Date
      2017-03-03
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] スパースモデリング、深層学習、そして...2017

    • Author(s)
      大関真之
    • Organizer
      第一回構造イメージングと情報処理研究会
    • Place of Presentation
      東北大学片平キャンパス
    • Year and Date
      2017-02-06
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 今日から始めるスパースモデリング2017

    • Author(s)
      大関真之
    • Organizer
      定量生物学の会第8回年会
    • Place of Presentation
      自然科学研究機構岡崎カンファレンスセンター
    • Year and Date
      2017-01-08
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Measurement data analysis based on sparse modeling2017

    • Author(s)
      Toshiyuki Tanaka
    • Organizer
      第55会日本生物物理学会年会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Time-series reconstruction using compressed sensing with ADMM in 2D magnetic resonance spectroscopic imaging2017

    • Author(s)
      Utako Yamamoto, Hirohiko Imai, Kei Sano, Masayuki Ohzeki, Tetsuya Matsuda, Toshiyuki Tanaka
    • Organizer
      International Meeting on “High-Dimensional Data-Driven Science” (HD3-2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Time-series reconstruction using compressed sensing in 2D 1H-13C heteronuclear multiple quantum coherence MRSI2017

    • Author(s)
      Utako Yamamoto, Hirohiko Imai, Kei Sano, Masayuki Ohzeki, Tetsuya Matsuda, Toshiyuki Tanaka
    • Organizer
      第45回日本磁気共鳴医学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Sparse modeling: how to solve the ill-posed problem2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Machine Learning and Many-Body Physics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Sparse modeling: a revolution on various measurements2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Data Science Summer School
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Machine Learning: Introduction and Applications to Monitoring2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      2017 Asia-Pacific-Euro Summer School on Smart Structures Technology (APESS)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Sparse modeling for quantum Monte-Carlo simulation2017

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      International Meeting on “High-Dimensional Data-Driven Science” (HD3-2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Simulated annealingを用いた低ランク行列補完2017

    • Author(s)
      三上譲治, 関優也, 片岡駿, 大関真之, 田中和之
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 圧縮センシングによるイジング相互作用の推定2017

    • Author(s)
      高橋茶子, 岡田俊太郎,寺部雅能, 田口慎一郎, 大関真之, 田中和之
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] スパースモデリングを活用した量子モンテカルロデータの解析接続ーオープンソースソフトウェア紹介および利用事例の紹介2017

    • Author(s)
      吉見一慶,大槻純也, 大関真之, 品岡寛
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Sparse modeling - revolution on various measurements -2017

    • Author(s)
      大関真之
    • Organizer
      2017 Bilateral Workshop between Tohoku University and National Tsing Hua University
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 量子アニーリングが拓く機械学習と計算技術の新時代2016

    • Author(s)
      大関真之
    • Organizer
      ISEC・COMP研究会
    • Place of Presentation
      広島大学東広島キャンパス
    • Year and Date
      2016-12-21
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Tutorial on machine learning - Toward deep learning from physics -2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      The Fourth Workshop on Tensor Network States: Algorithm and Applications
    • Place of Presentation
      National Tsing Hua University, Taiwan
    • Year and Date
      2016-12-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Accelerated Langevin dynamics and its application to machine learning2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      The Fourth Workshop on Tensor Network States: Algorithm and Applications
    • Place of Presentation
      National Tsing Hua University, Taiwan
    • Year and Date
      2016-12-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] スパース正則化入門- 今さらL1ノルム?今こそL1ノルム!-2016

    • Author(s)
      大関真之
    • Organizer
      第19回情報論的学習理論ワークショップ(IBIS2016)チュートリアル
    • Place of Presentation
      京都大学吉田キャンパス
    • Year and Date
      2016-11-19
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Efficient learning of ranking model using belief propagation2016

    • Author(s)
      Arise Kuriya and Toshiyuki Tanaka
    • Organizer
      第19回情報論的学習理論ワークショップ(IBIS2016)
    • Place of Presentation
      京都大学吉田キャンパス
    • Year and Date
      2016-11-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] 量子アニーリングが拓く計算技術と機械学習の新時代2016

    • Author(s)
      大関真之
    • Organizer
      京都大学数理解析研究所研究集会「量子システム推定の数理」
    • Place of Presentation
      京都大学数理解析研究所
    • Year and Date
      2016-10-26
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] スパースモデリングとその応用2016

    • Author(s)
      田中利幸
    • Organizer
      放射線科学とその応用第186委員会第21回研究会
    • Place of Presentation
      京都大学吉田キャンパス
    • Year and Date
      2016-10-21
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Statistical mechanics of pre-training and fine tuning in deep learning2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      The 23rd International Conference on Neural Information Processing (ICONIP2016)
    • Place of Presentation
      京都大学吉田キャンパス
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 深層学習vsスパースモデリング2016

    • Author(s)
      大関真之
    • Organizer
      GPU Technology Conference Japan 2016
    • Place of Presentation
      ヒルトン東京お台場
    • Year and Date
      2016-10-05
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] ポアソンノイズを含む線形モデルに対する近似メッセージ伝搬法の性能評価2016

    • Author(s)
      浅井匠,田中利幸
    • Organizer
      電子情報通信学会2016年ソサイエティ大会
    • Place of Presentation
      北海道大学札幌キャンパス
    • Year and Date
      2016-09-20
    • Related Report
      2016 Annual Research Report
  • [Presentation] 化合物の物性予測モデルにおける特徴量の対称性の取り扱い2016

    • Author(s)
      安本啓希,田中利幸
    • Organizer
      電子情報通信学会2016年ソサイエティ大会
    • Place of Presentation
      北海道大学札幌キャンパス
    • Year and Date
      2016-09-20
    • Related Report
      2016 Annual Research Report
  • [Presentation] スパースモデリングと天文データ解析2016

    • Author(s)
      池田思朗
    • Organizer
      日本天文学会2016年秋季年会
    • Place of Presentation
      愛媛大学
    • Year and Date
      2016-09-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] 量子アニーリングにおける負符号問題の解消と応用2016

    • Author(s)
      大関真之
    • Organizer
      日本物理学会2016年秋季大会
    • Place of Presentation
      金沢大学角間キャンパス
    • Year and Date
      2016-09-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] 詳細釣り合いの破れを利用したXYマシンの緩和の加速2016

    • Author(s)
      一木輝久,大関真之
    • Organizer
      日本物理学会2016年秋季大会
    • Place of Presentation
      金沢大学角間キャンパス
    • Year and Date
      2016-09-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] 機械学習に現れる最適化問題と量子アニーリング2016

    • Author(s)
      大関真之
    • Organizer
      日本物理学会2016年秋季大会
    • Place of Presentation
      金沢大学角間キャンパス
    • Year and Date
      2016-09-13
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 誰がカンニングを見たか -大規模データの本質を抽出するスパース性-2016

    • Author(s)
      大関真之
    • Organizer
      FIT2016第15回情報技術フォーラム
    • Place of Presentation
      富山大学五福キャンパス
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 知的情報処理の統計力学ー機械学習を始めてみよう2016

    • Author(s)
      大関真之
    • Organizer
      第61回物性若手夏の学校集中ゼミ
    • Place of Presentation
      ホテルシャレードイン志賀
    • Year and Date
      2016-07-29
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Effects of the approximations from BP to AMP for small-sized problems2016

    • Author(s)
      Arise Kuriya and Toshiyuki Tanaka
    • Organizer
      2016 IEEE International Symposium on Information Theory
    • Place of Presentation
      ポンペウ・ファブラ大学
    • Year and Date
      2016-07-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Limiting eigenvalue distributions of block random matrices with one-dimensional coupling structure2016

    • Author(s)
      Toshiyuki Tanaka
    • Organizer
      2016 IEEE International Symposium on Information Theory
    • Place of Presentation
      ポンペウ・ファブラ大学
    • Year and Date
      2016-07-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] データ科学としての天文学:スパースモデリングを中心として2016

    • Author(s)
      池田思朗
    • Organizer
      木曽シュミットシンポジウム2016
    • Place of Presentation
      東京大学木曽観測所
    • Year and Date
      2016-07-05
    • Related Report
      2016 Annual Research Report
  • [Presentation] Avoiding negative sign problem in simulation of quantum annealing2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Fifth International Conference on Adiabatic Quantum Computing (AQC2016)
    • Place of Presentation
      Google LA, U.S.A
    • Year and Date
      2016-06-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cosmological parameter estimation and Fisher information matrix2016

    • Author(s)
      Shiro Ikeda
    • Organizer
      IGAIA IV (Information Geometry and its Applications)
    • Place of Presentation
      Liblice, チェコ共和国
    • Year and Date
      2016-06-17
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 物理計測におけるスパースモデリング2016

    • Author(s)
      池田思朗
    • Organizer
      第16回日本蛋白質科学会年会
    • Place of Presentation
      福岡国際会議場
    • Year and Date
      2016-06-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] Event Classification2016

    • Author(s)
      Shiro Ikeda
    • Organizer
      PhyStat-v Workshop on Statistical Issues in Experimental Neutrino Physics
    • Place of Presentation
      東京大学柏キャンパス
    • Year and Date
      2016-05-31
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Throughput equalization in mean-field hard-core models for CSMA-based wireless networks2016

    • Author(s)
      Toshiyuki Tanaka, Shashi Prabh, and Yiyan Liu
    • Organizer
      14th International Symposium on Modeling and Optimization in Mobile, Ad Hoc and Wireless Networks
    • Place of Presentation
      アリゾナ州立大学
    • Year and Date
      2016-05-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] スパース性による計測革命と機械学習の可能性2016

    • Author(s)
      大関真之
    • Organizer
      第5回超異分野学会関西大会
    • Place of Presentation
      オムロン京都センタービル啓真館(京都府京都市)
    • Year and Date
      2016-03-19
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] PRECL法によるクロージャー位相からビジビリティ位相の復元2016

    • Author(s)
      池田思朗,田崎文得,秋山和徳,秦和弘,本間希樹
    • Organizer
      天文学会年会
    • Place of Presentation
      首都大学東京(東京都八王子市)
    • Year and Date
      2016-03-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] 今日からわかるスパースモデリング2016

    • Author(s)
      大関真之
    • Organizer
      大阪大学未来研究イニシアティブ分子技術グループ支援事業「分子技術と理論計算・データ科学」
    • Place of Presentation
      大阪大学基礎工学部(大阪府豊中市)
    • Year and Date
      2016-03-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Accelerated Langevin dynamics and its applications2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Topics in Advanced Monte Carlo Methods
    • Place of Presentation
      統計数理研究所(東京都立川市)
    • Year and Date
      2016-03-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Machine learning for recognizing rock texture: Toward automation of professional criteria2016

    • Author(s)
      Chihiro Nakajima and Masayuki Ohzeki
    • Organizer
      Japanese Swiss Energy Materials Workshop
    • Place of Presentation
      Empa Akademie(スイス・デュベンドルフ市)
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] スパースモデリングを用いたイメージング法2016

    • Author(s)
      池田思朗
    • Organizer
      第10回NIBBバイオイメージングフォーラム「新時代のバイオイメージングの開拓」
    • Place of Presentation
      基礎生物学研究所(愛知県岡崎市)
    • Year and Date
      2016-02-17
    • Related Report
      2015 Annual Research Report
  • [Presentation] Accelerated Langevin dynamics and its application to machine learning2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      2016 Workshop on Statistical Physics of Disordered Systems and Its Applications
    • Place of Presentation
      秋保温泉(宮城県仙台市)
    • Year and Date
      2016-01-28
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Accelerated Langevin dynamics and its application to machine learning2016

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      Physics Informed Machine Learning
    • Place of Presentation
      サンタフェ研究所(アメリカ合衆国ニューメキシコ州)
    • Year and Date
      2016-01-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] A new method for interferometry imaging from closure phase2016

    • Author(s)
      Shiro Ikeda
    • Organizer
      ALMA Workshop "Ultra-High Resolution Observation with Phased-ALMA"
    • Place of Presentation
      国立天文台(東京都三鷹市)
    • Year and Date
      2016-01-14
    • Related Report
      2015 Annual Research Report
  • [Presentation] Sparse modeling for astronomical data analysis2015

    • Author(s)
      Shiro Ikeda, Hirokazu, Odaka, and Makoto Uemura
    • Organizer
      International Meeting on High-Dimensional Data Driven Science
    • Place of Presentation
      メルパルク京都(京都府京都市)
    • Year and Date
      2015-12-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] Stochastic gradient method with accelerated stochastic dynamics2015

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      International Meeting on "High-Dimensional Data-Driven Science"
    • Place of Presentation
      メルパルク京都(京都府京都市)
    • Year and Date
      2015-12-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 誰がカンニングを見たかースパースモデリングによるカンニング検出技術ー2015

    • Author(s)
      大関真之
    • Organizer
      非局所性と不確実性に着目した現象数理モデリングと解析ーアリの集団行動からバランス制御までー
    • Place of Presentation
      明治大学(東京都千代田区)
    • Year and Date
      2015-10-01
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Mean-field hard-core model of interference in ad-hoc wireless networks2015

    • Author(s)
      Toshiyuki Tanaka and K. Shashi Prabh
    • Organizer
      53rd Annual Allerton Conference on Communication, Control, and Computing
    • Place of Presentation
      アラートンリトリートセンター(アメリカ合衆国・イリノイ州)
    • Year and Date
      2015-09-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Sparsity and information processing2015

    • Author(s)
      Shiro Ikeda
    • Organizer
      Mathematical Progress in Expressive Image Synthesis
    • Place of Presentation
      西新プラザ(福岡県福岡市)
    • Year and Date
      2015-09-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 次元選択の情報統計力学2015

    • Author(s)
      大関真之,許インイン,樺島祥介
    • Organizer
      日本物理学会2015年秋季大会
    • Place of Presentation
      関西大学千里山キャンパス(大阪府吹田市)
    • Year and Date
      2015-09-16
    • Related Report
      2015 Annual Research Report
  • [Presentation] 天文観測と統計的手法2015

    • Author(s)
      池田思朗
    • Organizer
      応用統計学会シンポジウム
    • 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] Contrastive divergence by accelerated Langevin dynamics2015

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      New Frontiers in Non-equilibrium Physics and Glassy Materials
    • Place of Presentation
      京都大学(京都府京都市)
    • Year and Date
      2015-08-11
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 天文学における統計的手法2015

    • Author(s)
      池田思朗
    • Organizer
      統計サマースクール
    • Place of Presentation
      海峡ビューしものせき(山口県下関市)
    • Year and Date
      2015-08-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] Contrastive divergence by accelerated Langevin dynamics2015

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      New Horizons of Quantum and Classical Information 2015 - Quantum Annealing, Error-Correcting Codes, and Spin Glasses -
    • Place of Presentation
      東京工業大学(東京都目黒区)
    • Year and Date
      2015-08-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Performance degradation of AMP for small-sized problems2015

    • Author(s)
      Arise Kuriya and Toshiyuki Tanaka
    • Organizer
      2015 IEEE International Symposium on Information Theory
    • Place of Presentation
      香港コンベンションエキシビジョンセンター(中華人民共和国・香港特別行政区)
    • Year and Date
      2015-06-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] TOF-MRA reconstruction from undersampled data: Comparison of three different regularization methods2015

    • Author(s)
      Akira Yamamoto, Koji Fujimoto, Yasutaka Fushimi, Tomohisa Okada, Kei Sano, Toshiyuki Tanaka and Kaori Togashi
    • Organizer
      23rd Annual meeting of International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      トロントコンベンションセンター(カナダ・トロント市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A simple and practical method to optimize regularization parameters in compressed sensing reconstruction of time-of-flight (TOF) MR angiography2015

    • Author(s)
      Koji Fujimoto, Takayuki Yamamoto, Thai Akasaka, Tomohisa Okada, Yasutaka Fushimi, Akira Yamamoto, Toshiyuki Tanaka, Kei Sano, Masayuki Ohzeki, and Kaori Togashi
    • Organizer
      23rd Annual meeting of International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      トロントコンベンションセンター(カナダ・トロント市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Comparison of 2D versus 3D sparse priors in compressed sensing reconstruction of time-of-flight (TOF) MR angiography2015

    • Author(s)
      Thai Akasaka, Koji Fujimoto, Takayuki Yamamoto, Tomohisa Okada, Yasutaka Fushimi, Akira Yamamoto, Toshiyuki Tanaka, Kei Sano, Masayuki Ohzeki, and Kaori Togashi
    • Organizer
      23rd Annual meeting of International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      トロントコンベンションセンター(カナダ・トロント市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimization of tuning parameters for NESTA algorithm in reconstruction of 3D TOF-MRA2015

    • Author(s)
      Yasutaka Fushimi, Koji Fujimoto, Tomohisa Okada, Akira Yamamoto, Takayuki Yamamoto, Tai Akasaka, Kei Sano, Toshiyuki Tanaka, and Kaori Togashi
    • Organizer
      23rd Annual meeting of International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      トロントコンベンションセンター(カナダ・トロント市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] High-resolutional visualization of the lenticulostriate artery: Application of compressed sensing for faster acquisition2015

    • Author(s)
      Tomohisa Okada, Koji Fujimoto, Yasutaka Fushimi, Akira Yamamoto, Kei Sano, Toshiyuki Tanaka, Naotaka Sakashita, and Kaori Togashi
    • Organizer
      23rd Annual meeting of International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      トロントコンベンションセンター(カナダ・トロント市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Imaging of tumor glycolysis with 2D heteronuclear multiple quantum coherence: Accelerated acquisitions using compressed sensing2015

    • Author(s)
      Hirohiko Imai, Kei Sano, Shota Momma, Toshiyuki Tanaka, and Tetsuya Matsuda
    • Organizer
      23rd Annual meeting of International Society for Magnetic Resonance in Medicine
    • Place of Presentation
      トロントコンベンションセンター(カナダ・トロント市)
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 電波干渉計のイメージングへの新しいアプローチ2015

    • Author(s)
      池田思朗
    • Organizer
      研究集会「天文学と統計的手法」
    • Place of Presentation
      統計数理研究所(東京都立川市)
    • Year and Date
      2015-05-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] LASSOに基づいたIa型超新星の極大等級の変数選択2015

    • Author(s)
      植村誠,川端弘治,池田思朗,前田啓一
    • Organizer
      日本天文学会2015年春季年会
    • Place of Presentation
      大阪大学豊中キャンパス(豊中市)
    • Year and Date
      2015-03-18 – 2015-03-21
    • Related Report
      2014 Annual Research Report
  • [Presentation] Sparse modeling for interferometry2015

    • Author(s)
      S. Ikeda
    • Organizer
      Tools for Astronomical Big Data
    • Place of Presentation
      Tucson Marriott University Park (Tucson, AZ, USA)
    • Year and Date
      2015-03-09 – 2015-03-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] ボルツマン機械学習によるカンニング検出技術2015

    • Author(s)
      大関真之
    • 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
      京都大学吉田キャンパス(京都市)
    • Year and Date
      2015-03-05 – 2015-03-06
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] MRアンギオグラフィーによる基底核穿通枝描出 ~ 圧縮センシング再構成による収集率低減の可能性 ~2015

    • Author(s)
      岡田知久, 藤本晃司, 山本憲, 伏見育崇, 佐野圭, 田中利幸, 富樫かおり
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      石垣島ホテルミヤヒラ(石垣市)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] ランダム符号化開口と圧縮センシングによるSPECT画像の画質改善2015

    • Author(s)
      瀬川武紀, 田中利幸
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      石垣島ホテルミヤヒラ(石垣市)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 圧縮センシング法による頭部MRアンギオ画像再構成 ~ 3種類の異なる正則化項を用いた評価 ~2015

    • Author(s)
      山本憲, 藤本晃司, 伏見育崇, 岡田知久, 佐野圭, 田中利幸, 富樫かおり
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      石垣島ホテルミヤヒラ(石垣市)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] 天文撮像法・ベイズ的スパースイメージング法の最前線2015

    • Author(s)
      池田思朗
    • Organizer
      第9回駒場ひかりらうんじ
    • Place of Presentation
      東京大学駒場IIキャンパス(東京都目黒区)
    • Year and Date
      2015-01-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] データと数理をつなぐ圧縮センシング2014

    • Author(s)
      大関真之
    • Organizer
      スパースモデリングチュートリアル講演会
    • Place of Presentation
      東京工業大学すずかけ台キャンパス(長津田市)
    • Year and Date
      2014-12-14
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 圧縮センシングー疎性にもとづく情報処理のパラダイムー2014

    • Author(s)
      田中利幸
    • Organizer
      電子情報通信学会情報理論研究会
    • Place of Presentation
      宇奈月ニューオータニホテル(黒部市)
    • Year and Date
      2014-12-09
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ベイズ推定に基づくコンプトンカメライメージング2014

    • Author(s)
      池田思朗,小高裕和,植村誠
    • Organizer
      科研費研究集会・「天文学・宇宙物理学とスパースモデリング」
    • Place of Presentation
      京都大学(京都市)
    • Year and Date
      2014-11-19 – 2014-11-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] 部分並列干渉除去法の疎信号復元問題への応用2014

    • Author(s)
      竹田晃人, 田中利幸
    • 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,名古屋工業大学(名古屋市)
    • Year and Date
      2014-11-16 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 確率伝搬法の効率的な計算法とCDMAマルチユーザ検出への適用2014

    • Author(s)
      栗谷亜理世, 田中利幸
    • 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,名古屋工業大学(名古屋市)
    • Year and Date
      2014-11-16 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 深層学習による非線形回帰2014

    • Author(s)
      内山航, 田中利幸
    • 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,名古屋工業大学(名古屋市)
    • Year and Date
      2014-11-16 – 2014-11-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 疎表現に基づく情報処理2014

    • Author(s)
      池田思朗
    • Organizer
      研究集会「地球科学と疎性モデリング」
    • Place of Presentation
      東京大学地震研究所(東京都文京区)
    • Year and Date
      2014-11-14
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] スパースモデリングの天文データへの応用2014

    • Author(s)
      池田思朗
    • Organizer
      RIMS 共同研究 「ウェーブレット解析とサンプリング理論」
    • Place of Presentation
      京都大学数理解析研究所(京都市)
    • Year and Date
      2014-11-04 – 2014-11-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] 疎表現に基づく情報処理2014

    • Author(s)
      池田思朗
    • Organizer
      数学協働プログラム:チュートリアル
    • Place of Presentation
      統計数理研究所(東京都立川市)
    • Year and Date
      2014-10-14 – 2014-10-15
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 確率的推論による脳画像の自動ラベリング手法の検討2014

    • Author(s)
      山本詩子, 大関真之, 廣安知之
    • Organizer
      第42回日本磁気共鳴医学会大会
    • Place of Presentation
      ホテルグランヴィア京都(京都市)
    • Year and Date
      2014-09-18 – 2014-09-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] 匂いを嗅ぎ分ける?圧縮センシング技術2014

    • Author(s)
      大関真之
    • Organizer
      匂い・脳科学・機械学習の接点
    • Place of Presentation
      京都大学吉田泉殿(京都市)
    • Year and Date
      2014-09-18
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 半教師ありクラスタリングの情報統計力学2014

    • Author(s)
      大関真之, 田中利幸
    • Organizer
      日本物理学会2014年秋季大会
    • Place of Presentation
      中部大学春日井キャンパス(春日井市)
    • Year and Date
      2014-09-07 – 2014-09-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] スパース性を用いた金ナノクラスターの3次元構造の再構築2014

    • Author(s)
      中島千尋, 大関真之, P. Liu, 平田秋彦, 中村壮伸
    • Organizer
      日本物理学会2014年秋季大会
    • Place of Presentation
      中部大学春日井キャンパス(春日井市)
    • Year and Date
      2014-09-07 – 2014-09-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] カンニング検出の情報統計力学2014

    • Author(s)
      山中祥五, 大関真之, A. Decelle
    • Organizer
      日本物理学会2014年秋季大会
    • Place of Presentation
      中部大学春日井キャンパス(春日井市)
    • Year and Date
      2014-09-07 – 2014-09-10
    • Related Report
      2014 Annual Research Report
  • [Presentation] Detection of cheating by decimation algorithm2014

    • Author(s)
      大関真之
    • Organizer
      Kyoto University and National Taiwan University Symposium 2014, Electrical Engineering and Computer Science
    • Place of Presentation
      京都大学吉田キャンパス(京都市)
    • Year and Date
      2014-09-01 – 2014-09-02
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] A message-passing approach to low-rank matrix reconstruction and application to clustering2014

    • Author(s)
      T. Tanaka
    • Organizer
      Spin glasses: An old tool for new problems
    • Place of Presentation
      Institut d'Etudes Scientifiques de Cargese (Cargese, France)
    • Year and Date
      2014-08-25 – 2014-09-06
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] To average or not to average: Trade-off in compressed sensing with noisy measurements2014

    • Author(s)
      K. Sano, R. Matsushita, T. Tanaka
    • Organizer
      2014 IEEE International Symposium on Information Theory
    • Place of Presentation
      Hawai'i Convention Center (Honolulu, HI, USA)
    • Year and Date
      2014-06-29 – 2014-07-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] To average or not to average: Trade-off in compressed sensing with noisy measurementsTo average or not to average: Trade-off in compressed sensing with noisy measurements2014

    • Author(s)
      Kei Sano, Ryosuke Matsushita, and Toshiyuki Tanaka
    • Organizer
      IEEE International Symposium on Information Theory
    • Place of Presentation
      Honolulu, Hawaii, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] 半教師有り学習の情報統計力学2014

    • Author(s)
      大関真之,田中利幸
    • Organizer
      日本物理学会第69回年次大会
    • Place of Presentation
      東海大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] Low-rank matrix reconstruction and clustering via approximate message passing2013

    • Author(s)
      Ryosuke Matsushita and Toshiyuki Tanaka
    • Organizer
      Neural Information Processing Systems
    • Place of Presentation
      Lake Tahoe, Nevada, USA
    • Related Report
      2013 Annual Research Report
  • [Presentation] Belief Propagation with multipoint correlations and its application to inverse problem2013

    • Author(s)
      Masayuki Ohzeki
    • Organizer
      International Meeting on “Inference, Computation, and Spin Glasses”
    • Place of Presentation
      北海道大学,札幌
    • Related Report
      2013 Annual Research Report
  • [Presentation] Compton camera imaging

    • Author(s)
      S. Ikeda, H. Odaka, M. Uemura, T. Takahashi, S. Watanabe, and S. Takeda
    • Organizer
      The 7th International Conference on Sensing Technology
    • Place of Presentation
      Massey University, Wellington, New Zealand
    • Related Report
      2013 Annual Research Report
  • [Presentation] スパースモデリングによる情報処理

    • Author(s)
      池田思朗
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      千葉工業大学,習志野
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] コンプトンカメラ画像再構成への統計的アプローチ

    • Author(s)
      小高裕和
    • Organizer
      日本天文学会
    • Place of Presentation
      東北大学,仙台
    • Related Report
      2013 Annual Research Report
  • [Presentation] スパースモデリングによる情報処理の新しい流れ

    • Author(s)
      池田思朗
    • Organizer
      2013年映像情報メディア学会年次大会
    • Place of Presentation
      工学院大学,新宿
    • Related Report
      2013 Annual Research Report
  • [Book] ベイズ推定入門 -モデル選択からベイズ的最適化まで-2018

    • Author(s)
      大関真之
    • Total Pages
      224
    • Publisher
      オーム社
    • ISBN
      9784274221392
    • Related Report
      2017 Annual Research Report
  • [Book] 機械学習入門-ボルツマン機械学習から深層学習まで-2016

    • Author(s)
      大関真之
    • Total Pages
      208
    • Publisher
      オーム社
    • Related Report
      2016 Annual Research Report
  • [Book] 量子コンピュータが人工知能を加速する2016

    • Author(s)
      西森秀稔,大関真之
    • Total Pages
      192
    • Publisher
      日経BP社
    • Related Report
      2016 Annual Research Report
  • [Book] 先生,それって「量子」の仕業ですか?2016

    • Author(s)
      大関真之
    • Total Pages
      190
    • Publisher
      小学館
    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] 画像処理装置,コンピュータプログラム及び画像保管方法2017

    • Inventor(s)
      曽我部舞奈,大関真之,瀬原淳子
    • Industrial Property Rights Holder
      曽我部舞奈,大関真之,瀬原淳子
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-117213
    • Filing Date
      2017
    • Related Report
      2017 Annual Research Report

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Published: 2013-07-10   Modified: 2019-07-29  

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