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Distribute Inference to Support Inter-subjective Formalization and its Application to Sensor Networks

Research Project

Project/Area Number 25540101
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionOsaka University

Principal Investigator

Numao Masayuki  大阪大学, 産業科学研究所, 教授 (30198551)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords間主観 / 論理型言語 / 分散推論 / 帰納論理プログラミング / FPGA / センサーネットワーク
Outline of Final Research Achievements

We usually prove logical formulas by rewriting them step by step. Reduction machines have been proposed for functional programming languages to make an inference based on such a rewriting mechanism. However, it has not been efficient in distributed environment, since they rewrite a logical formula on a memory by using processors. A computer network has many switches, and transfers packets to their destinations. We propose to rewrite a formula in logic or algebra on distributed switches and state memories with higher-order meta-rules. Although such inference seems similar to one by a production rule in expert systems, it utilizes distributed working memories and self-optimizing properties in their inference with meta-rules. We show this mechanism is appropriate for weight-based learning for controlling its inference, and inter-subjective formalization for a sensor network in Empathic Computing.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (16 results)

All 2017 2016 2015 2014 2013 Other

All Int'l Joint Research (3 results) Journal Article (8 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 7 results,  Acknowledgement Compliant: 1 results) Presentation (4 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results) Book (1 results)

  • [Int'l Joint Research] The Netherlands(Belgium)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] ルーベン・カトリック大学/imec(ベルギー)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research]

    • Related Report
      2015 Research-status Report
  • [Journal Article] Two-Stage Reinforcement Learning Algorithm for Quick Cooperation in Repeated Games2017

    • Author(s)
      Wataru Fujita, Koichi Moriyama, Ken-ichi Fukui, and Masayuki Numao
    • Journal Title

      Transactions on Computational Collective Intelligence

      Volume: 2017 Pages: 1-10

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Application of Deep Belief Networks in EEG-based Dynamic Music-emotion Recognition2016

    • Author(s)
      Nattapong Thammasan, Ken-ichi Fukui, and Masayuki Numao
    • Journal Title

      Proc. The International Joint Conference on Neural Networks (IJCNN 2016)

      Volume: 2016 Pages: 881-888

    • DOI

      10.1109/ijcnn.2016.7727292

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Kernel density compression for real-time Bayesian encoding/decoding of unsorted hippocampal spikes2016

    • Author(s)
      Danaipat Sodkomkham, Davide Ciliberti, Matthew A. Wilson, Ken-ichi Fukui, Koichi Moriyama, Masayuki Numao, and Fabian Kloosterman
    • Journal Title

      Knowledge-Based Systems

      Volume: 94 Pages: 1-12

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Continuous Music-emotion Recognition Based on Electroencephalogram2016

    • Author(s)
      Nattapong Thammasan, Koichi Moriyama, Ken-ichi Fukui, and Masayuki Numao
    • Journal Title

      IEICE Transactions

      Volume: 94 Pages: 1234-1241

    • NAID

      130005141375

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Familiarity effects in EEG-based emotion recognition2016

    • Author(s)
      Nattapong Thammasan, Koichi Moriyama, Ken-ichi Fukui, and Masayuki Numao
    • Journal Title

      Brain Informatics

      Volume: 4 Issue: 1 Pages: 1-12

    • DOI

      10.1007/s40708-016-0051-5

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Predictability Analysis of Aperiodic and Periodic Model for Long-Term Human Mobility Using Ambient Sensors2015

    • Author(s)
      Danaipat Sodkomkham, Roberto Legaspi, Ken-ichi Fukui, Koichi Moriyama, Satoshi Kurihara, Masayuki Numao
    • Journal Title

      Lecture Notes in Artificial Intelligence

      Volume: 8940 Pages: 131-149

    • DOI

      10.1007/978-3-319-14723-9_8

    • ISBN
      9783319147222, 9783319147239
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Distributed Inference to Support Inter-subjective Empathic Computing2014

    • Author(s)
      Masayuki Numao
    • Journal Title

      Theory and Practice of Computation

      Volume: 3 Pages: 246-252

    • DOI

      10.1142/9789814612883_0018

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 機械学習技術から見た第五世代コンピュータと未来2014

    • Author(s)
      沼尾 正行
    • Journal Title

      人工知能学会誌

      Volume: 29 Pages: 142-148

    • Related Report
      2013 Research-status Report
  • [Presentation] Distance-based Evaluation Function for Firstorder Rule Construction2016

    • Author(s)
      Nirattaya Khamsemanan, Cholwich Nattee, and Masayuki Numao
    • Organizer
      Proc. 26th International Conference on Inductive Logic Programming (ILP 2016)
    • Place of Presentation
      London, UK
    • Year and Date
      2016-09-03
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Beyond Similarity: Serendipitous Music Recommender Systems2016

    • Author(s)
      Sirawit Sopchoke, Ken-ichi Fukui, Masayuki Numao
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      小倉
    • Related Report
      2016 Annual Research Report
  • [Presentation] Distributed Inference to Support Inter-Subjective Formalization2014

    • Author(s)
      Masayuki Numao
    • Organizer
      Spring workshop on Mining and Learning 2014
    • Place of Presentation
      Oostende, Belgium
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Distributed Inference to Support Inter-Subjective Empathic Computing2013

    • Author(s)
      Masayuki Numao
    • Organizer
      Workshop on Computation: Theory and Practice (WCTP-2013)
    • Place of Presentation
      Manila, Philippines
    • Related Report
      2013 Research-status Report
  • [Book] Theory and Practice of Computation2014

    • Author(s)
      Shin-ya Nishizaki, Masayuki Numao, Jaime D L Caro, Merlin Teodosia C Suarez
    • Total Pages
      268
    • Publisher
      World Scientific
    • Related Report
      2014 Research-status Report

URL: 

Published: 2014-07-25   Modified: 2019-07-29  

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