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Study on Nonlinear Filtering Method for Streaming Computing under Edge Heavy Data Environment

Research Project

Project/Area Number 26280010
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics

Principal Investigator

HIGUCHI Tomoyuki  統計数理研究所, その他部局等, 所長 (70202273)

Co-Investigator(Kenkyū-buntansha) 中野 慎也  統計数理研究所, モデリング研究系, 助教 (40378576)
有吉 雄哉  統計数理研究所, データ同化研究開発センター, 特任研究員 (80735019)
齋藤 正也  東京大学, 医学系研究科, 特任助教 (00470047)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥15,730,000 (Direct Cost: ¥12,100,000、Indirect Cost: ¥3,630,000)
Fiscal Year 2016: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2015: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2014: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Keywords時系列解析 / 逐次データ同化
Outline of Final Research Achievements

Increasing the rate of occurrence, which is one factor of the significant increase in the amount of big data, is a product brought about by improved sensor technology and lower cost. The frequency of occurrence of data at the site that is a contact point with the real world of information systems is ever increasing. This phenomenon is also called an edge heavy data problem. It is not realistic to transport big data as it is to the cloud, and online computation according to purpose is essential on the spot. In this research, we aim to develop a method combining the excellent points of nonlinear filtering with different characteristics. As a result, we extend the applicability of stream computing technology in machine learning technique.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (46 results)

All 2016 2015 2014 Other

All Journal Article (12 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 7 results,  Open Access: 4 results,  Acknowledgement Compliant: 3 results) Presentation (30 results) (of which Int'l Joint Research: 6 results,  Invited: 7 results) Remarks (4 results)

  • [Journal Article] Bayesian Inference of Forces Causing Cytoplasmic Streaming in Caenorhabditis elegans Embryos and Mouse Oocytes.2016

    • Author(s)
      Niwayama R., Nagao H., Kitajima T. S., Hufnagel L., Shinohara K., Higuchi T., Ishikawa T., Kimura A.
    • Journal Title

      PLoS ONE

      Volume: 11 Issue: 7 Pages: e0159917-e0159917

    • DOI

      10.1371/journal.pone.0159917

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Decadal-scale meridional shift of the typhoon recurvature latitude over five decades2016

    • Author(s)
      Shin'ya Nakano, Kosuke Ito, Kazue Suzuki, Genta Ueno
    • Journal Title

      International Journal of Climatology

      Volume: Vol. 36 Issue: 11 Pages: 3819-3827

    • DOI

      10.1002/joc.4595

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Particle filter for real-time human mobility prediction following unprecedented disaster2016

    • Author(s)
      Akihito Sudo, Takehiro Kashiyama, Takahiro Yabe, Hiroshi Kanasugi, Xuan Song, Tomoyuki Higuchi, Shin'ya Nakano, Masaya Saito, Yoshihide Sekimoto
    • Journal Title

      Proceedings of ACM SIGSPATIAL

      Volume: -

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 非線形埋込み型特徴量選択のための単結合ニューラルネットワークの提案2016

    • Author(s)
      須藤明人, 樋口知之, 中野慎也, 斎藤正也, 矢部貴大, 関本義秀
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol. 116, No. 121 Pages: 127-131

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Citizen Science: Mutual surveillance or co-evolution?2016

    • Author(s)
      樋口知之
    • Journal Title

      Journal of Information Processing and Management

      Volume: 59 Issue: 9 Pages: 629-635

    • DOI

      10.1241/johokanri.59.629

    • NAID

      130005170323

    • ISSN
      0021-7298, 1347-1597
    • Related Report
      2016 Annual Research Report
    • Open Access
  • [Journal Article] A sequential Bayesian approach for the estimation of the age-depth relationship of the Dome Fuji ice core2016

    • Author(s)
      S. Nakano, K. Suzuki, K. Kawamura, F. Parrenin and T. Higuchi
    • Journal Title

      Nonlin. Processes Geophys.

      Volume: 23 Issue: 1 Pages: 31-44

    • DOI

      10.5194/npg-23-31-2016

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Road condition classification using a new global alignment Kernel2015

    • Author(s)
      Takato Goto, Yasushi Hanatsuka, Tomoyuki Higuchi, Tomoko Matsu
    • Journal Title

      Proceedings of the 2015 IEEESignal Processing Society Workshop (MLSP2015)

      Volume: 無 Pages: 1-6

    • DOI

      10.1109/mlsp.2015.7324381

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 統計学からのロボティクス研究への期待2015

    • Author(s)
      樋口知之
    • Journal Title

      日本ロボット学会誌

      Volume: Vol.33, No.2 Pages: 68-71

    • NAID

      130005065129

    • Related Report
      2015 Annual Research Report
  • [Journal Article] 機械エンジニアのためのビッグデータの基礎知識2015

    • Author(s)
      樋口知之
    • Journal Title

      日本機械学会誌

      Volume: Vol.118, No.1163 Pages: 610-615

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Estimation of temporal evolution of the helium plasmasphere based on a sequence of IMAGE/EUV images2014

    • Author(s)
      S. Nakano, M.-C. Fok, P. C. Brandt, and T. Higuchi
    • Journal Title

      Journal of Geophysical Research

      Volume: 119 Issue: 5 Pages: 3708-3723

    • DOI

      10.1002/2013ja019734

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Estimation of the helium ion density distribution in the plasmasphere based on a single IMAGE/EUV image2014

    • Author(s)
      S. Nakano, M.-C. Fok, P. C. Brandt, and T. Higuchi
    • Journal Title

      Journal of Geophysical Research

      Volume: 119 Issue: 5 Pages: 3724-3740

    • DOI

      10.1002/2013ja019733

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 地球科学におけるシミュレーションとビッグデータ-データ同化とエミュレーション2014

    • Author(s)
      中野慎也, 樋口知之
    • Journal Title

      電子情報通信学会誌

      Volume: Vol.97, No.10 Pages: 869-875

    • NAID

      110009864915

    • Related Report
      2014 Annual Research Report
  • [Presentation] 一般化状態空間モデルによる人工衛星磁場データの解析2016

    • Author(s)
      中野慎也
    • Organizer
      2016年度 統計関連学会連合大会
    • Place of Presentation
      金沢大学角間キャンパス(石川県金沢市)
    • Year and Date
      2016-09-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] A Gaussian process model for representing the uncertainty and long-term change in typhoon behavior and its application2016

    • Author(s)
      Shin'ya Nakano
    • Organizer
      the 26th Annual Conference of the International Environmetrics Society
    • Place of Presentation
      Edinburgh Conference Centre, Heriot-Watt University (Edinburgh, UK)
    • Year and Date
      2016-07-18
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A pilot study for reconstruction of the inner-magnetosphere by data assimilation of global ENA and EUV measurements2016

    • Author(s)
      Shin'ya Nakano, Pontus C. Brandt, Mei-Ching Fok
    • Organizer
      日本地球惑星科学連合2016年大会
    • Place of Presentation
      幕張メッセ(千葉県千葉市)
    • Year and Date
      2016-05-22
    • Related Report
      2016 Annual Research Report
  • [Presentation] Decadal-scale variation of the typhoon recurvature latitude2016

    • Author(s)
      Shin'ya Nakano, Kosuke Ito, Kazue Suzuki, Genta Ueno
    • Organizer
      日本地球惑星科学連合2016年大会
    • Place of Presentation
      幕張メッセ(千葉県千葉市)
    • Year and Date
      2016-05-22
    • Related Report
      2016 Annual Research Report
  • [Presentation] A quantification method for the properties of diffuse and pulsating aurorae based on auroral image data2016

    • Author(s)
      Shin'ya Nakano, Yasunobu Ogawa
    • Organizer
      日本地球惑星科学連合2016年大会
    • Place of Presentation
      幕張メッセ(千葉県千葉市)
    • Year and Date
      2016-05-22
    • Related Report
      2016 Annual Research Report
  • [Presentation] ビッグデータ、CPS、IoTを貫くもの2016

    • Author(s)
      樋口知之
    • Organizer
      SIP常設型モニタリング会議
    • Place of Presentation
      科学技術振興機構東京本部(東京都千代田区)
    • Year and Date
      2016-03-25
    • Related Report
      2015 Annual Research Report
  • [Presentation] 物理モデルと実験モデルの統合2016

    • Author(s)
      樋口知之
    • Organizer
      第34回自動車制御とモデル研究専門委員会
    • Place of Presentation
      研究社英語センター(東京都新宿区)
    • Year and Date
      2016-02-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] 非線形埋込み型特徴量選択のための単結合ニューラルネットワークの提案2016

    • Author(s)
      須藤明人, 樋口知之, 中野慎也, 斎藤正也, 矢部貴大, 関本義秀
    • Organizer
      第25回情報論的学習理論と機械学習研究会
    • Place of Presentation
      沖縄科学技術大学院大学(沖縄県国頭郡)
    • Related Report
      2016 Annual Research Report
  • [Presentation] リアルタイムな広域人流推定のための高速で高精度な粒子フィルタの提案2016

    • Author(s)
      須藤明人, 樋口知之, 中野慎也, 斎藤正也, 矢部貴大, 関本義秀
    • Organizer
      第36回交通工学研究発表会
    • Place of Presentation
      日本大学理工学部駿河台キャンパス(東京都千代田区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 眼光紙背:ベイズ統計モデリングと人工知能2016

    • Author(s)
      樋口知之
    • Organizer
      東京大学地震研究所金曜セミナー
    • Place of Presentation
      東京大学地震研究所(東京都文京区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] データ同化入門2016

    • Author(s)
      樋口知之
    • Organizer
      iTHESデータ同化スクール
    • Place of Presentation
      理化学研究所 融合連携イノベーション推進棟(IIB)(兵庫県神戸市中央区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 背景・状態空間モデルとカルマンフィルタ2016

    • Author(s)
      樋口知之
    • Organizer
      平成28年度統計数理研究所公開講座「粒子フィルタとその応用」
    • Place of Presentation
      統計数理研究所(東京都立川市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 実世界データの機械学習2016

    • Author(s)
      樋口知之
    • Organizer
      センサエキスポジャパン2016-SICE計測部門・システムインテグレーション部門共催セミナー
    • Place of Presentation
      東京ビッグサイト(東京都江東区)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Particle filter for real-time human mobility prediction following unprecedented disaster2016

    • Author(s)
      Akihito Sudo, Takehiro Kashiyama, Takahiro Yabe, Hiroshi Kanasugi, Xuan Song, Tomoyuki Higuchi, Shin'ya Nakano, Masaya Saito, Yoshihide Sekimoto
    • Organizer
      24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2016)
    • Place of Presentation
      San Francisco Airport Marriott Waterfront (California, USA)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Data Assimilation: Challenge for Big Data through Numerical Simulation2015

    • Author(s)
      Tomoyuki Higuchi
    • Organizer
      2015 Taiwan-Japan Joint Workshop on Inverse Problems
    • Place of Presentation
      National Taiwan University(Taipei , Taiwan
    • Year and Date
      2015-11-22
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 逆解析数理とシミュレーションの融合による「ものづくり」の高度化2015

    • Author(s)
      樋口知之
    • Organizer
      武蔵野大学数理工学シンポジウム2015
    • Place of Presentation
      武蔵野大学有明キャンパス(東京都江東区)
    • Year and Date
      2015-11-19
    • Related Report
      2015 Annual Research Report
  • [Presentation] Road condition classification using a new global alignment Kerne2015

    • Author(s)
      Takato Goto, Yasushi Hanatsuka, Tomoyuki Higuchi, Tomoko Matsui
    • Organizer
      2015 IEEE International Workshop on Machine Learning for Signal Processing (MLSP)
    • Place of Presentation
      Northeastern University(Boston, MA, U.S.A.)
    • Year and Date
      2015-09-19
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Simulation, Data Assimilation and Emulation2015

    • Author(s)
      Tomoyuki Higuchi
    • Organizer
      Asia Oceania Geosciences Society 2015 (AOGS)
    • Place of Presentation
      Suntec Singapore Convention & Exhibition Centre(Suntec City, Singapore)
    • Year and Date
      2015-08-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Estimation of the age-depth relationship of Dome Fuji Ice Core using a sequential Bayesian approach2015

    • Author(s)
      中野慎也, 鈴木香寿恵, 川村賢二, Frederic Parrenin, 樋口知之
    • Organizer
      日本地球惑星科学連合2015年大会
    • Place of Presentation
      幕張メッセ国際会議場(千葉市美浜区)
    • Year and Date
      2015-05-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] A method for estimating the age-depth relationship of Dome Fuji Ice Core ushing a sequential Monte Carlo method2015

    • Author(s)
      Shinya Nakano, Kazue Suzuki, Kenji Kawamura, Frederic Parrenin, Tomoyuki Higuchi
    • Organizer
      European Geosciences Union General Assembly 2015 (EGU)
    • Place of Presentation
      Austria Center(Vienna, Austria)
    • Year and Date
      2015-04-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] エミュレータ・デザインの基礎数理1:データ同化とスパース回帰2015

    • Author(s)
      樋口知之
    • Organizer
      電子情報通信学会東京支部シンポジウム「実験計画、データ同化、そしてエミュレータ・デザインへ」
    • Place of Presentation
      機械振興会館(東京都港区)
    • Year and Date
      2015-03-05
    • Related Report
      2014 Annual Research Report
  • [Presentation] 機能のモデル化と真理の探求のバランス感覚2014

    • Author(s)
      樋口知之
    • Organizer
      科学研究補助金「新学術領域研究」スパースモデリングの深化と高次元データ駆動科学の創成 公開シンポジウム
    • Place of Presentation
      東京工業大学(神奈川県緑区)
    • Year and Date
      2014-12-15
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] ビッグデータ奔流が破壊する理系・文系の壁2014

    • Author(s)
      樋口知之
    • Organizer
      2014年度同志社大学文化情報学研究科シンポジウム
    • Place of Presentation
      同志社大学(京都府京田辺市)
    • Year and Date
      2014-11-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] 賢く増やすと減らすはビッグデータ解析の基本2014

    • Author(s)
      樋口知之
    • Organizer
      データサイエンティスト協会 1stシンポジウム~実務者が集うデータサイエンスの最前線~
    • Place of Presentation
      東京コンファレンスセンター・品川(東京都港区)
    • Year and Date
      2014-11-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] Stream computing and emulation in a world of the edge heavy data2014

    • Author(s)
      Tomoyuki. Higuchi
    • Organizer
      International Conference for Mathematics, Statistics and Financial Mathematics (ICMSFM2014) with IASC-ARS Sessions
    • Place of Presentation
      Sunway Resort Hotel&Spa(Petaling Jaya, Selangor,Malaysia)
    • Year and Date
      2014-11-18
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Big data and personalization technology: Imputation, Linkage, and Stream computing2014

    • Author(s)
      Tomoyuki. Higuchi
    • Organizer
      東北大学知のフォーラム国際会議
    • Place of Presentation
      東北大学(宮城県仙台市)
    • Year and Date
      2014-11-06
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] データ同化技術を用いた投薬・治療の未来像2014

    • Author(s)
      樋口知之
    • Organizer
      第18回関東ハートセミナー
    • Place of Presentation
      京王プラザホテル(東京都新宿区)
    • Year and Date
      2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] データ同化によるエミュレータ・デザイン学の創設2014

    • Author(s)
      樋口知之
    • Organizer
      バイオスーパーコンピューティング東北2014
    • Place of Presentation
      東北大学流体科学研究所(宮城県仙台市)
    • Year and Date
      2014-06-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] 木を見て森も見るビッグデータ解析技術2014

    • Author(s)
      樋口知之
    • Organizer
      第68回NHK技研公開2014
    • Place of Presentation
      NHK放送技術研究所(東京都世田谷区)
    • Year and Date
      2014-05-29
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 同床異夢のビッグデータ2014

    • Author(s)
      樋口知之
    • Organizer
      日経ビッグデータ創刊記念フォーラム
    • Place of Presentation
      日経ホール(東京都千代田区)
    • Year and Date
      2014-04-22
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Remarks] 統計数理研究所

    • URL

      http://www.ism.ac.jp/index.html

    • Related Report
      2016 Annual Research Report
  • [Remarks] 樋口知之ホームページ

    • URL

      http://www.ism.ac.jp/~higuchi/

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report 2014 Annual Research Report
  • [Remarks] researchmap

    • URL

      http://researchmap.jp/matrix

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
  • [Remarks] 統計数理研究所

    • URL

      http://www.ism.ac.jp/

    • Related Report
      2015 Annual Research Report 2014 Annual Research Report

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Published: 2014-04-04   Modified: 2018-03-22  

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