• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

On some semi-absorbing state classes and ordering in Self-organizing map processes

Research Project

Project/Area Number 24540134
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionAkita Prefectural University

Principal Investigator

Mitsuhiro Hoshino  秋田県立大学, システム科学技術学部, 准教授 (90322338)

Project Period (FY) 2012-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2014: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords自己組織化 / 吸収状態 / 準吸収的特性 / 学習過程 / 順序化 / 整列化 / 自己組織化マップ / 状態クラス / 学習プロセス / 吸収性 / 非線形解析
Outline of Final Research Achievements

We consider mathematical models of self-organizing maps referred to as Kohonen type algorithm, which is very practical and has many useful applications, such as a semantic map, a diagnosis of speech voicing, the traveling-salesman problem, and so on. The purpose of this research is to make a study of closed classes of states and their characterization in self-organizing map models.We obtained a condition that the learning mapping is non-expansive in self-organizing maps with inputs in an inner product space. We have given an extended learning process with a variable learning rate factor and a sufficient condition that a learning process forms a closed class of states. Furthermore, we have made a study of ordering of node values on learning process by several numerical examples and their calculations from various angles.sional arrayed self-organizing maps with a one dimensional input space.

Report

(6 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (29 results)

All 2016 2015 2014 2013 2012

All Journal Article (11 results) (of which Peer Reviewed: 6 results,  Open Access: 2 results,  Acknowledgement Compliant: 4 results) Presentation (18 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results)

  • [Journal Article] On conservation of states and learning processes in basic self-organizing maps with one-dimensionally indexed array2016

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      RIMS kokyuroku

      Volume: 2011 Pages: 141-146

    • NAID

      120006477778

    • Related Report
      2016 Annual Research Report
  • [Journal Article] On a Closed Class of States and Learning Rates in Self-organizing Maps2016

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      J Nonlinear Convex Anal.

      Volume: 17 Pages: 105-111

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] On state preserving property and nonexpansivity2015

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      J. Nonlinear Convex Anal.

      Volume: 16 Pages: 2255-2261

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] On variable learning rate factor and ordering behavior in self-organizing maps2015

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      proc. Nonlinear Analysis and Convex Analysis

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On absorbing property and learning rates factor in self-organizing maps on one-dimensional input space2015

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      RIMS kokyuroku

    • NAID

      110009978567

    • Related Report
      2014 Research-status Report
  • [Journal Article] On absorbing behavior in Self-organizing maps with modified learning-rates2014

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      proc. Nonlinear Analysis and Optimization

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On variable learning rate in self-organizing maps on general input space2014

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      RIMS kokyuroku

      Volume: 1923

    • NAID

      110009864263

    • Related Report
      2014 Research-status Report
  • [Journal Article] 分枝限定法による2 次新製品設計モデルとその1 次等価変換の最適化解析2014

    • Author(s)
      姜東暁,新里隆,星野満博,張人千,郭偉宏
    • Journal Title

      日本経営工学会誌

      Volume: 65

    • NAID

      130004622954

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Absorbing property in self-organizing maps with variants of learning process2013

    • Author(s)
      Mitsuhiro Hoshino
    • Journal Title

      数理解析研究所講究録

      Volume: 1841 Pages: 93-98

    • NAID

      110009602750

    • Related Report
      2013 Research-status Report
  • [Journal Article] Boltzmann Machine Approach with Mean Field Approximation for Solving Estimation of Product Design Parameters2013

    • Author(s)
      Dongxiao Jiang, Takashi Shinzato,Mitsuhiro Hoshino,Ikou Kaku
    • Journal Title

      Proceedings of the 2013 Asian Conference of Management Science and Applications

      Volume: 1 Pages: 1-8

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 2次元配列自己組織化マップにおける準吸収特性について2013

    • Author(s)
      星野満博
    • Journal Title

      数理解析研究所講究録

      Volume: 1821 Pages: 219-225

    • Related Report
      2012 Research-status Report
  • [Presentation] 1次元配列SOMにおける学習因子と収束性について2016

    • Author(s)
      星野満博
    • Organizer
      京都大学数理解析研究所
    • Place of Presentation
      京都大学
    • Year and Date
      2016-08-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] On a closed class of states and an estimation of its formative process in basic SOM2016

    • Author(s)
      Mitsuhiro Hoshino
    • Organizer
      NAO-Asia 2016
    • Place of Presentation
      新潟市コンベンションセンター
    • Year and Date
      2016-08-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On convergent behavior and its mathematical properties in basic SOM2015

    • Author(s)
      Mitsuhiro Hoshino
    • Organizer
      2015 Asian Conference of Management Science & Applications
    • Place of Presentation
      Dalian, China
    • Year and Date
      2015-09-12
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 1次元配列SOMにおける状態保存性と学習プロセスについて2015

    • Author(s)
      星野満博
    • Organizer
      Workshop on Nonlinear Analysis and Convex Analysis
    • Place of Presentation
      京都大学
    • Year and Date
      2015-09-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A preserving property of states and learning rates in basic self-organizing map processes2015

    • Author(s)
      Mitsuhiro Hoshino
    • Organizer
      naca 2015
    • Place of Presentation
      Thailand
    • Year and Date
      2015-01-21 – 2015-01-25
    • Related Report
      2014 Research-status Report
  • [Presentation] フローショップスケジューリングにおける総加工時間の普遍性について2014

    • Author(s)
      佐々木嶺於,新里隆,星野満博,郭偉宏
    • Organizer
      日本応用数理学会
    • Place of Presentation
      政策大学院大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report
  • [Presentation] サプライチェーンにおける分散在庫管理方式の無政府代価評価2014

    • Author(s)
      竹川諒,新里隆,星野満博,郭偉宏
    • Organizer
      日本応用数理学会
    • Place of Presentation
      政策大学院大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report
  • [Presentation] マイノリティゲームを応用したネットワークルーティングの最適化2014

    • Author(s)
      鈴木啓,新里隆,星野満博,郭偉宏
    • Organizer
      日本応用数理学会
    • Place of Presentation
      政策大学院大学
    • Year and Date
      2014-09-03 – 2014-09-05
    • Related Report
      2014 Research-status Report
  • [Presentation] 1次元入力型自己組織化マップにおける状態吸収性について2014

    • Author(s)
      星野満博
    • Organizer
      The International Workshop on Nonlinear Analysis and Convex Analysis
    • Place of Presentation
      京都大学
    • Year and Date
      2014-08-19 – 2014-08-21
    • Related Report
      2014 Research-status Report
  • [Presentation] On absorbing set of states and learning rates in self-organizing maps2014

    • Author(s)
      Mitsuhiro Hoshino
    • Organizer
      the ICM Satellite Conference, NAO 2014
    • Place of Presentation
      Taipei
    • Year and Date
      2014-08-05 – 2014-08-09
    • Related Report
      2014 Research-status Report
  • [Presentation] 可変学習率をもつ一般入力型自己組織化マップについて2013

    • Author(s)
      星野満博
    • Organizer
      非線形解析学と凸解析学の研究
    • Place of Presentation
      京都大学数理解析研究所
    • Related Report
      2013 Research-status Report
  • [Presentation] ON VARIABLE LEARNING RATE AND NONEXPANSIVITY IN SELF-ORGANIZING MAPS2013

    • Author(s)
      Mitsuhiro Hoshino
    • Organizer
      ICNAO2013
    • Place of Presentation
      台湾中山大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Boltzmann Machine Approach with Mean Field Approximation for Solving Estimation of Product Design Parameters2013

    • Author(s)
      Dongxiao Jiang, Takashi Shinzato,Mitsuhiro Hoshino,Ikou Kaku
    • Organizer
      ACMSA2013
    • Place of Presentation
      中国
    • Related Report
      2013 Research-status Report
  • [Presentation] ボルツマンマシンによる新製品設計モデルのパラメータ推定2013

    • Author(s)
      姜東暁,新里隆,星野満博,郭偉宏
    • Organizer
      日本経営工学会
    • Place of Presentation
      日本工業大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 1次等価変換による2次新製品設計モデルの厳密解析2013

    • Author(s)
      姜東暁,新里隆,星野満博,張人千,郭偉宏
    • Organizer
      日本経営工学会
    • Place of Presentation
      慶應義塾大学
    • Related Report
      2013 Research-status Report
  • [Presentation] 一般入力型自己組織化マップにおける準吸収的状態について2012

    • Author(s)
      星野満博
    • Organizer
      The International Workshop Nonlinear Analysis and Convex Analysis
    • Place of Presentation
      京都大学
    • Related Report
      2012 Research-status Report
  • [Presentation] On nearly absorbing behavior in SOM with inputs in an inner product space2012

    • Author(s)
      Mitsuhiro Hoshino
    • Organizer
      NAO2012
    • Place of Presentation
      松江市
    • Related Report
      2012 Research-status Report
  • [Presentation] 製品設計の組合せ最適化モデルに適用する1点変動近傍法の提案2012

    • Author(s)
      姜東暁,新里隆,杉山博史,星野満博,郭偉宏
    • Organizer
      日本経営工学会
    • Place of Presentation
      法政大学市ヶ谷
    • Related Report
      2012 Research-status Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi