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New Data Importance Metric for Communication Control in Spatial Knowledge Services

Research Project

Project/Area Number 17H01732
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Information network
Research InstitutionKyoto University

Principal Investigator

Shinkuma Ryoichi  京都大学, 情報学研究科, 准教授 (70362580)

Co-Investigator(Kenkyū-buntansha) 矢守 恭子  朝日大学, 経営学部, 教授 (20350449)
笠井 裕之  電気通信大学, 大学院情報理工学研究科, 教授 (40312079)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥18,720,000 (Direct Cost: ¥14,400,000、Indirect Cost: ¥4,320,000)
Fiscal Year 2019: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Fiscal Year 2018: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Fiscal Year 2017: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000)
Keywords実空間情報 / 機械学習 / 可推定性 / 可代替性 / 経済学モデル / モバイルセンサ基盤 / ユーザ誘導 / ネットワークアーキテクチャ / データ重要度 / 実空間ナレッジ / Quality of Service / Internet of Things / Software-Defined Network / Unmanned Aerial Vehicle
Outline of Final Research Achievements

It is expected that the information and communication technology delivers fine-grained data about spatial information. An example scenario is that smart cars interact with drivers using such information, which could realize the society with no traffic congestion and accident. However, the data volume of spatial information can be huge; the communication network can be a bottleneck because of its limited capacity. Therefore, this study has established the model that represents importance of data and has proposed a control scheme that assigns communication and computational resource in accordance of the importance of data in terms of how easily the data can be estimated and replaced from and with other data. Considering the scenario mentioned above, our result has verified that the proposed scheme can reduce the retrieval latency of spatial information.

Academic Significance and Societal Importance of the Research Achievements

本成果の学術的意義は、機械学習や経済学を用いて、データ各々の重要度を評価可能なモデルを確立したことである。このモデルに基づく様々な応用研究が可能であり、学術界での波及効果が期待できる。一方、社会的には、本成果を用いることで少ないデータで高い精度を達成することができるため、電波資源の節約や消費エネルギーの削減を可能にする点で意義が大きい。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (93 results)

All 2020 2019 2018 2017 Other

All Int'l Joint Research (4 results) Journal Article (38 results) (of which Int'l Joint Research: 9 results,  Peer Reviewed: 37 results,  Open Access: 10 results) Presentation (50 results) Patent(Industrial Property Rights) (1 results)

  • [Int'l Joint Research] ラトガース大学(米国)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] カタルーニャ工科大学(スペイン)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Amazon Development Centre India(インド)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] Amazon(India)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Data Assessment and Prioritization in Mobile Networks for Real-time Prediction of Spatial Information Using Machine Learning2020

    • Author(s)
      Ryoichi Shinkuma, Takayuki Nishio, Yuichi Inagaki, Eiji Oki
    • Journal Title

      EURASIP Journal on Wireless Communications and Networking

      Volume: -

    • NAID

      120006940299

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multi-UAV Allocation Framework for Predictive Crime Deterrence and Data Acquisition2020

    • Author(s)
      Kosei Miyano, Ryoichi Shinkuma, Narushige Shiode, Shino Shiode, Takehiro Sato, Eiji Oki
    • Journal Title

      Internet of Things, Elsevier

      Volume: -

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Flow control in SDN-Edge-Cloud cooperation system with machine learning2020

    • Author(s)
      R. Shinkuma, Y. Yamada, T. Sato, E. Oki
    • Journal Title

      IEEE ICDCS 2020, The Second International Workshop on Network Meets Intelligent Computations (NMIC)

      Volume: -

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Incentive Mechanism for Mobile Crowdsensing in Spatial Information Prediction Using Machine Learning2020

    • Author(s)
      R. Shinkuma, R. Takagi, Y. Inagaki, E. Oki, F. Xhafa
    • Journal Title

      AINA2020

      Volume: -

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Overlapped State Hidden Semi-Markov Model for Grouped Multiple Sequences2020

    • Author(s)
      Hiromi Narimatsu, Hiroyuki Kasai
    • Journal Title

      IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

      Volume: NA Pages: 1-5

    • DOI

      10.1109/icassp40776.2020.9054136

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sequential Semi-Orthogonal Multi-Level NMF with Negative Residual Reduction for Network Embedding2020

    • Author(s)
      Riku Hashimoto, Hiroyuki Kasai
    • Journal Title

      IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

      Volume: NA Pages: 1-5

    • DOI

      10.1109/icassp40776.2020.9054660

    • NAID

      40022116893

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-view Wasserstein discriminant analysis with entropic regularized Wasserstein distance2020

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

      Volume: NA Pages: 1-5

    • DOI

      10.1109/icassp40776.2020.9054427

    • NAID

      40022116900

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Edge Server Cooperation for Real-time Prediction of Spatial Information2019

    • Author(s)
      上林 将大, 新熊 亮一, 佐藤 丈博, 大木 英司
    • Volume
      J102-B
    • Issue
      11
    • Pages
      912-925
    • DOI

      10.14923/transcomj.2019JBP3015

    • ISSN
      1344-4697
    • Year and Date
      2019-11-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Prioritization of Mobile IoT Data Transmission Based on Data Importance Extracted From Machine Learning Model2019

    • Author(s)
      Inagaki Yuichi、Shinkuma Ryoichi、Sato Takehiro、Oki Eiji
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 93611-93620

    • DOI

      10.1109/access.2019.2928216

    • NAID

      120006813291

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Modeling of Utility Function for Real-Time Prediction of Spatial Information2019

    • Author(s)
      Sato Keiichiro、Shinkuma Ryoichi、Sato Takehiro、Oki Eiji、Iwai Takanori、Onishi Takeo、Nobukiyo Takahiro、Kanetomo Dai、Satoda Kozo
    • Journal Title

      IEEE Globecom 2019, CQRM

      Volume: - Pages: 1-6

    • DOI

      10.1109/globecom38437.2019.9014136

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Data Assessment and Prioritization in Mobile Networks for Real-Time Prediction of Spatial Information with Machine Learning2019

    • Author(s)
      Shinkuma Ryoichi、Nishio Takayuki
    • Journal Title

      IEEE ICDCS 2019 Workshops - NMIC 2019

      Volume: - Pages: 1-6

    • DOI

      10.1109/nmic.2019.00006

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Riemannian adaptive stochastic gradient algorithms on matrix manifolds2019

    • Author(s)
      Hiroyuki Kasai, Pratik Jawanpuria, Bamdev Mishra
    • Journal Title

      36 International Conference on Machine Learning (ICML2018)

      Volume: 'PMLR 97 Pages: 3262-3271

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Auction Based Resource Trading Using Relation Between Telecommunication Network Failure Rate and Users’ Utility2019

    • Author(s)
      H.Oishi, K.Yamori, C.Zhang, and Y.Tanaka
    • Journal Title

      20th Asia-Pacific Network Operations and Management Symposium (APNOMS 2019)

      Volume: Paper No.P2-25 Pages: 4-4

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Novel Web Questionnaire Based Method for Video Quality Experiment2019

    • Author(s)
      S.Eirai, K.Yamori, C.Zhang, and Y.Tanaka
    • Journal Title

      34th International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2019)

      Volume: Session OS-22 Pages: 454-457

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Utility Based Scheduling for Multi-UAV Search Systems in Disaster-hit Areas2019

    • Author(s)
      K. Miyano, R. Shinkuma, N. B. Mandayam, T. Sato, and E. Oki
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 26810-26820

    • DOI

      10.1109/access.2019.2900865

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Fast online low-rank tensor subspace tracking by CP decomposition using recursive least squares from incomplete observations2019

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      Neurocomputing

      Volume: 347 Pages: 177-190

    • DOI

      10.1016/j.neucom.2018.11.030

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Riemannian gossip approach to subspace learning on Grassmann manifold2019

    • Author(s)
      Bamdev Mishra, Hiroyuki Kasai, Pratik Jawanpuria, Atul Saroop
    • Journal Title

      Machine Learning, Springer

      Pages: 1-21

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Riemannian stochastic variance reduced gradient algorithm2019

    • Author(s)
      Hiroyuki Sato, Hiroyuki Kasai, Bamdev Mishra
    • Journal Title

      Society for Industrial and Applied Mathematics (SIAM) Journal on Optimization (SIOPT)

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feature-selection based data prioritization in mobile traffic prediction using machine learning2018

    • Author(s)
      Y. Yamada, R. Shinkuma, T. Sato, and E. Oki
    • Journal Title

      Proc. IEEE Global Communications Conference (Globecom)

      Pages: 1-6

    • DOI

      10.1109/glocom.2018.8647627

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Utility Based Scheduling for Multi-UAV Search System in Disaster Scenarios2018

    • Author(s)
      K. Miyano, R. Shinkuma, E. Oki, and T. Sato
    • Journal Title

      Proc. IEEE Global Conference on Consumer Electronics (GCCE)

      Pages: 217-218

    • DOI

      10.1109/gcce.2018.8574880

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Riemannian stochastic recursive gradient algorithm2018

    • Author(s)
      Hiroyuki Kasai, Hiroyuki Sato, Bamdev Mishra
    • Journal Title

      35th International Conference on Machine Learning (ICML2018)

      Volume: PMLR 80 Pages: 2516-2524

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Low-rank geometric mean metric learning2018

    • Author(s)
      Mukul Bhutani, Pratik Jawanpuria, Hiroyuki Kasai, and Bamdev Mishra
    • Journal Title

      ICML workshop on Geometry in Machine Learning (GiMLi2018)

      Pages: 1-5

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Stochastic recursive gradient on Riemannian manifolds2018

    • Author(s)
      Hiroyuki Kasai, Hiroyuki Sato, Bamdev Mishra
    • Journal Title

      ICML workshop on Geometry in Machine Learning (GiMLi2018)

      Pages: 1-5

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Riemannian joint dimensionality reduction and dictionary learning on symmetric positive definite manifolds2018

    • Author(s)
      Hiroyuki Kasai, Bamdev Mishra
    • Journal Title

      26th European Signal Processing Conference (EUSIPCO2018)

      Volume: NA Pages: 2010-2014

    • DOI

      10.23919/eusipco.2018.8553200

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Accelerated stochastic multiplicative update with gradient averaging for nonnegative matrix factorizations2018

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      26th European Signal Processing Conference (EUSIPCO2018)

      Volume: NA Pages: 2593-2597

    • DOI

      10.23919/eusipco.2018.8553610

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fast optimization algorithm on complex oblique manifold for hybrid precoding in Millimeter Wave MIMO systems2018

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      IEEE Global Conference on Signal and Information Processing (GlobalSIP2018)

      Volume: NA Pages: 1266-1270

    • DOI

      10.1109/globalsip.2018.8646553

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Inexact trust-region algorithm on Riemannian manifolds2018

    • Author(s)
      Hiroyuki Kasai, Bamdev Mishra
    • Journal Title

      32nd Conference on Neural Information Processing Systems (NeurIPS2018) (formerly NIPS)

      Pages: 1-10

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] McTorch, a manifold optimization library for deep learning2018

    • Author(s)
      Mayank Meghwanshi, Pratik Jawanpuria, Anoop Kunchukuttan, Hiroyuki Kasai, and Bamdev Mishra
    • Journal Title

      NeurIPS workshop on Machine Learning Open Source Software (MLOSS2018)

      Pages: 1-10

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stochastic optimization library: SGDLibrary2018

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      NeurIPS workshop on Machine Learning Open Source Software (MLOSS2018)

      Pages: 1-5

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance Anomaly Reduction by Autonomous Movement of Wireless LAN Access Points2018

    • Author(s)
      Y.Hayashi, K.Yamori, C.Zhang, and Y.Tanaka
    • Journal Title

      33rd International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2018)

      Volume: Session CM-06, Paper ID 79 Pages: 220-223

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Image Recognition Based Wireless LAN Throughput Estimation2018

    • Author(s)
      T.Ishida, K.Yamori, C.Zhang, and Y.Tanaka
    • Journal Title

      33rd International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC 2018)

      Volume: Session CM-06, Paper ID 80 Pages: 224-228

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] リーマン多様体上の最適化の基本と最新動向2018

    • Author(s)
      佐藤寛之,笠井裕之
    • Journal Title

      システム制御情報学会学会誌「システム/制御/情報」

      Volume: 62,1 Pages: 21-27

    • NAID

      130007404946

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Riemannian stochastic quasi-Newton algorithm with variance reduction and its convergence analysis2018

    • Author(s)
      Hiroyuki Kasai, Hiroyuki Sato, Bamdev Mishra
    • Journal Title

      21st International Conference on Artificial Intelligence and Statistics (AISTATS2018)

      Volume: PMLR 84 Pages: 269-278

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] SGDLibrary: A MATLAB library for stochastic optimization algorithms2018

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      Journal of Machine Learning Research (JMLR)

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Stochastic variance reduced multiplicative update for nonnegative matrix factorization2018

    • Author(s)
      Hiroyuki Kasai
    • Journal Title

      43rd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018)

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Priority Control in Communication Networks for Accuracy-Freshness Tradeoff in Realtime Road-Traffic Information Delivery2017

    • Author(s)
      S. Kato and R. Shinkuma
    • Journal Title

      IEEE Access

      Volume: 5 Pages: 25226-25235

    • DOI

      10.1109/access.2017.2767058

    • NAID

      120006731598

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] State duration and interval modeling in hidden semi-Markov model for sequential data analysis2017

    • Author(s)
      Hiromi NARIMATSU, Hiroyuki KASAI
    • Journal Title

      Springer, Annals of Mathematics and Artificial Intelligence

      Volume: 81.3 Issue: 3-4 Pages: 1573-7470

    • DOI

      10.1007/s10472-017-9561-y

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sparse representation based classification with intra-class variation dictionary on symmetric positive definite matrices2017

    • Author(s)
      Hiroyuki Kasai and Kohei Yoshikawa
    • Journal Title

      IEEE International Symposium on Signal Processing and Information Technology (ISSPIT)

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Presentation] 故障頻度とユーザ効用に基づく複数区間における通信リソースオークション2020

    • Author(s)
      大石晴夫,矢守恭子,張成,田中良明
    • Organizer
      電子情報通信学会 情報通信マネジメント研究会(ICM) 技術研究報告
    • Related Report
      2019 Annual Research Report
  • [Presentation] 自律移動アクセスポイントを用いた無線LANのQoE特性2020

    • Author(s)
      林佑紀,矢守恭子,田中良明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 石田翼,矢守恭子,田中良明2020

    • Author(s)
      石田翼,矢守恭子,田中良明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ARを用いた無線LAN品質の見える化のUX比較2020

    • Author(s)
      原啓祐,矢守恭子,田中良明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 方向音痴のための経路検索アプリAR表示の効果2020

    • Author(s)
      松岡彩花,矢守恭子,田中良明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ブロックチェーンを用いた所有権管理システム2020

    • Author(s)
      角田明快,矢守恭子,田中良明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 自動運転社会における歩行者のための危険通知システムの導入2020

    • Author(s)
      岡本研太郎,矢守恭子,岩井孝法,金友大,里田浩三,田中良明
    • Organizer
      2020年電子情報通信学会総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 対戦形モバイルゲームの遅延改善に対するユーザのWTP評価2020

    • Author(s)
      三橋正毅,矢守恭子,田中良明
    • Organizer
      電子情報通信学会東京支部学生会研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ARを用いたパズルゲームのUX評価2020

    • Author(s)
      坂巻隆輔,矢守恭子,田中良明
    • Organizer
      電子情報通信学会東京支部学生会研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] クラウドソーシングにおける行動経済学の効果実証のためのシステム設計2020

    • Author(s)
      永来翔太,矢守恭子,田中良明
    • Organizer
      電子情報通信学会東京支部学生会研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 通信ネットワークのQoE推定のためのツイート類似度評価2020

    • Author(s)
      切替尊明,矢守恭子,田中良明
    • Organizer
      電子情報通信学会東京支部学生会研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [招待講演] 異種混合ネットワークにおける協調とデータの「目利き」2019

    • Author(s)
      新熊 亮一
    • Organizer
      電子情報通信学会北海道支部学生講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [招待講演] モバイルIoTのこれまで・これから2019

    • Author(s)
      新熊 亮一
    • Organizer
      電子情報通信学会SeMI研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [ポスター講演]Prioritized Transmission of Mobile IoT Data Using Machine Learning Models2019

    • Author(s)
      稲垣 悠一, 新熊 亮一, 佐藤 丈博, 大木 英司
    • Organizer
      電子情報通信学会超知性ネットワーキングに関する分野横断型研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [Poster Presentation] Modeling of Utility Function for Real-time Prediction of Spatial Information Using Machine Learning2019

    • Author(s)
      佐藤 圭一郎, 新熊 亮一, 佐藤 丈博, 大木 英司, 岩井 孝法, 大西 健夫, 信清 貴宏, 金友 大, 里田 浩三
    • Organizer
      電子情報通信学会超知性ネットワーキングに関する分野横断型研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [招待講演]IoT時代の異種混合ネットワークにおける協調とデータの「目利き」2019

    • Author(s)
      新熊 亮一
    • Organizer
      電子情報通信学会 ネットワークシステム研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [奨励講演]実空間情報のリアルタイム予測のための効用関数のモデル化方式2019

    • Author(s)
      佐藤 圭一郎, 新熊 亮一, 佐藤 丈博, 大木 英司, 岩井 孝法, 大西 健夫, 信清 貴宏, 金友 大, 里田 浩三
    • Organizer
      電子情報通信学会SeMI研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] [依頼講演]異種混合ネットワークにおける協調と今後の展望2019

    • Author(s)
      新熊 亮一
    • Organizer
      電子情報通信学会 無線通信システム研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 非線形構造制約付き大規模機械学習問題への取り組み ~非厳密リーマン多様体最適化の理論と応用~2019

    • Author(s)
      笠井裕之
    • Organizer
      情報処理学会オーディオビジュアル複合情報処理研究会(AVM)
    • Related Report
      2019 Annual Research Report
  • [Presentation] ネットワーク・ワードエンベディングのための負値残差低減および半直交制約付き非負値行列分解2019

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      橋本陸,笠井裕之
    • Organizer
      情報処理学会オーディオビジュアル複合情報処理研究会(AVM)
    • Related Report
      2019 Annual Research Report
  • [Presentation] エントロピー正則化Wasserstein距離に基づくマルチビューWasserstein判別2019

    • Author(s)
      笠井裕之
    • Organizer
      情報処理学会オーディオビジュアル複合情報処理研究会(AVM)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 自動車から歩行者への危険通知と行動分析2019

    • Author(s)
      矢守恭子,岩井孝法,金友大,里田浩三,田中良明
    • Organizer
      電子情報通信学会 センサネットワークとモバイルインテリジェンス研究会 (SeMI)技術研究報告
    • Related Report
      2019 Annual Research Report
  • [Presentation] 目的地の情報がユーザの移動の意思決定に与える影響2019

    • Author(s)
      石田翼,矢守恭子,田中良明
    • Organizer
      2019年電子情報通信学会通信ソサイエティ大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Trust Region Policy Optimization Based Task Migration for Mobile Edge Computing2019

    • Author(s)
      C.Zhang, K.Yamori, and Y.Tanaka
    • Organizer
      2019 IEICE Communications Society Conference
    • Related Report
      2019 Annual Research Report
  • [Presentation] 通信ネットワーク故障頻度とユーザ効用の関係2019

    • Author(s)
      大石晴夫,矢守恭子,張成,田中良明
    • Organizer
      電子情報通信学会 情報通信マネジメント研究会(ICM) 技術研究報告
    • Related Report
      2019 Annual Research Report
  • [Presentation] 自律移動Access Point最適配置のためのQoE関数の推定2019

    • Author(s)
      林佑紀,矢守恭子,田中良明
    • Organizer
      電子情報通信学会第3回コミュニケーションクオリティ(CQ)学生ワークショップ
    • Related Report
      2019 Annual Research Report
  • [Presentation] 実空間情報のリアルタイム予測における効用関数のモデル化の検討2019

    • Author(s)
      佐藤圭一郎, 新熊亮一, 佐藤丈博, 大木英司, 岩井孝法, 大西健夫, 信清貴宏, 金友 大, 里田浩三
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] リアルタイム予測情報配信のための特徴量選択アンサンブルによる重要データ抽出の検討2019

    • Author(s)
      酒井拓海, 稲垣悠一, 新熊亮一, 大木英司, 佐藤丈博
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 予測精度を考慮したリアルタイム予測情報配信のためのエッジ連携モデルの評価2019

    • Author(s)
      上林将大, 新熊亮一, 佐藤丈博, 大木英司
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 実空間情報のリアルタイム予測におけるクラウドセンシングのための報酬配分2019

    • Author(s)
      高木理絵子, 稲垣悠一, 新熊亮一, Xhafa, Fatos, 佐藤丈博, 大木英司
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] ネットワークAIに関する研究のビジョン2018

    • Author(s)
      新熊亮一
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 救助支援を目的としたUAVシステムのための効用ベーススケジューリング手法の評価2018

    • Author(s)
      宮野功晟, 新熊亮一, 大木英司, 佐藤丈博
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] モバイルトラヒック予測への寄与度を用いたデータの優先制御2018

    • Author(s)
      山田祥允, 新熊亮一, 佐藤丈博, 大木英司
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 欠損有りデータを対象としたテンソル分解に基づくオンライン低ランク部分空間追跡法OLSTEC2018

    • Author(s)
      笠井裕之
    • Organizer
      情報処理学会オーディオビジュアル複合情報処理研究会(AVM)
    • Related Report
      2018 Annual Research Report
  • [Presentation] リーマン多様体上の確率的最適化の発展2018

    • Author(s)
      佐藤寛之, 笠井裕之, Bamdev Mishra
    • Organizer
      共同研究(公開型)京都大学数理解析研究所 研究集会
    • Related Report
      2018 Annual Research Report
  • [Presentation] ミリ波MIMOシステムにおけるハイブリッド・プリコーディングのための複素Oblique多様体における高速最適化アルゴリズムの検討2018

    • Author(s)
      笠井裕之
    • Organizer
      電子情報通信学会MoNA研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 自律移動Access Pointによる無線LANのSocial Welfare最大化2018

    • Author(s)
      林佑紀, 矢守恭子, 張成, 田中良明
    • Organizer
      電子情報通信学会 コミュニケーションクオリティ研究会(CQ)信学技報
    • Related Report
      2018 Annual Research Report
  • [Presentation] 拡張現実のQoE評価実験2018

    • Author(s)
      萬亀山奈々, 矢守恭子, 田中良明
    • Organizer
      電子情報通信学会 コミュニケーションクオリティ研究会(CQ)信学技報
    • Related Report
      2018 Annual Research Report
  • [Presentation] アクセスポイント周辺画像提示による無線LANユーザ誘導2018

    • Author(s)
      石田翼, 矢守恭子, 田中良明
    • Organizer
      電子情報通信学会 コミュニケーションクオリティ研究会(CQ)信学技報
    • Related Report
      2018 Annual Research Report
  • [Presentation] SNSを用いた混雑状況提示による無線LANユーザ誘導2018

    • Author(s)
      髙橋侑子, 矢守恭子, 田中良明
    • Organizer
      電子情報通信学会 コミュニケーションクオリティ研究会(CQ)信学技報
    • Related Report
      2018 Annual Research Report
  • [Presentation] SNSを用いた通信品質推定のための単語分類2018

    • Author(s)
      切替尊明, 矢守恭子, 田中良明
    • Organizer
      電子情報通信学会 コミュニケーションクオリティ研究会(CQ)信学技報
    • Related Report
      2018 Annual Research Report
  • [Presentation] エッジコンピューティングを用いた複数UAVによる捜索システムのためのスケジューリング方式の評価2018

    • Author(s)
      宮野功晟, 新熊亮一, 大木英司, 佐藤丈博
    • Organizer
      電子情報通信学会MoNA2017-43
    • Related Report
      2017 Annual Research Report
  • [Presentation] リアルタイム予測情報配信のためのエッジ連携システムの数値評価2018

    • Author(s)
      上林将大, 加藤槙悟, 新熊亮一
    • Organizer
      電子情報通信学会MoNA2017-42
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いた予測情報配信のためのネットワーク制御手法2018

    • Author(s)
      加藤槙悟, 新熊亮一
    • Organizer
      電子情報通信学会MoNA2017-54
    • Related Report
      2017 Annual Research Report
  • [Presentation] ユーザの通信行動のモデル化とネットワーク制御への適用2018

    • Author(s)
      矢守恭子, 山口和泰
    • Organizer
      電子情報通信学会総合大会No.BI-4-4
    • Related Report
      2017 Annual Research Report
  • [Presentation] Tucker多様体最適化によるテンソル学習と時空間情報予測のためのテンソル回帰問題への応用2018

    • Author(s)
      Hiroyuki KASAI, Bamdev MISHRA
    • Organizer
      電子情報通信学会 信学技報告 モバイルネットワークとアプリケーション研究会(MoNA)IEICE-MoNA2017-56
    • Related Report
      2017 Annual Research Report
  • [Presentation] 小型無人航空機による探索システムの数理モデルの検討2017

    • Author(s)
      宮野功晟, 新熊亮一, 大木英司
    • Organizer
      電子情報通信学会MoNA2017-22
    • Related Report
      2017 Annual Research Report
  • [Presentation] 無線LANのシステムスループット向上を目的とした自律移動APの試作2017

    • Author(s)
      古堅智仁, 矢守恭子, 曽我部雄樹, 奥山徹
    • Organizer
      第4回コミュニケーションクオリティ(CQ)基礎講座ワークショップ
    • Related Report
      2017 Annual Research Report
  • [Presentation] 正定値対称行列における次元削減と辞書学習の統合学習法とその応用2017

    • Author(s)
      笠井裕之
    • Organizer
      情報処理学会オーディオビジュアル複合情報処理研究会(AVM)2017-AVM-98
    • Related Report
      2017 Annual Research Report
  • [Presentation] 非負値行列因子分解のための確率的分散縮小乗法的更新手法の検討2017

    • Author(s)
      笠井裕之
    • Organizer
      電子情報通信学会 ニューロコンピューティング研究会(NC)信学技報IEICE-NCI2017-31
    • Related Report
      2017 Annual Research Report
  • [Patent(Industrial Property Rights)] 学習型実空間情報形成システム2018

    • Inventor(s)
      新熊 亮一
    • Industrial Property Rights Holder
      京都大学
    • Industrial Property Rights Type
      特許
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report

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Published: 2017-04-28   Modified: 2021-02-19  

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