Study on Synthesizing Agents' Attributes from Statistics for Social Simulations

• Project/Area Number: 26380277
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Economic statistics
• Research Institution: Kansai University
• Principal Investigator: Murata Tadahiko 関西大学, 総合情報学部, 教授 (30296082)
• Co-Investigator(Kenkyū-buntansha): 鵜飼 康東 関西大学, ソシオネットワーク戦略研究機構, 非常勤研究員 (70098101)
• Project Period (FY): 2014-04-01 – 2017-03-31
• Project Status: Completed (Fiscal Year 2016)
• Budget Amount: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000); Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000); Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000); Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
• Keywords: 社会シミュレーション / 市民属性合成手法 / 統計 / シミュレーティッドアニーリング / 並列計算 / エージェント属性復元 / 統計データ / 誤差最小化 / 全国規模

Outline of Final Research Achievements

In this research project, we propose a platform for real-scale agent-based social simulations by synthesizing attributes of each citizens in a virtual space. If it is easy to utilize citizens' attributes kept in local governments, it is also easy to develop such a platform for social simulations. However, the utilization of citizens' attributes is not easy to keep their privacy. Therefore we proposed a method to synthesize citizens' attributes using statistics that are released by governments.

Research Products

• [Journal Article] 基盤地図情報による合成した世帯構成への位置情報の付加 (2017)
  • Author(s): 原田拓也，村田忠彦
  • Journal Title: 計測自動制御学会第12回社会システム部会研究会資料 Volume: - Pages: 1-6
  • Open Access / Acknowledgement Compliant
• [Journal Article] 市民属性の合成手法における年齢交換による誤差最小化 (2017)
  • Author(s): 枡井大貴，村田忠彦，原田拓也
  • Journal Title: 計測自動制御学会第12回社会システム部会研究会資料 Volume: - Pages: 31-39
  • Open Access / Acknowledgement Compliant
• [Journal Article] 家族類型と世帯内の役割を考慮したSA法による日本全体の世帯の合成 (2017)
  • Author(s): 原田拓也，村田忠彦
  • Journal Title: 計測自動制御学会第12回社会システム部会研究会資料 Volume: - Pages: 113-118
  • Open Access / Acknowledgement Compliant
• [Journal Article] Reproducible Large-Scale Social Simulations on Various Computing Environment (2017)
  • Author(s): Takuya Harada, Tadahiko Murata
  • Journal Title: Proc. of IFSA-SCIS 2017 Volume: -
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] 統計データからの市民属性復元のための進化計算とSAによる２段階最適化 (2017)
  • Author(s): 枡井大貴，村田忠彦
  • Journal Title: システム制御情報学会論文誌 Volume: -
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] Agent-Based Simulationを用いた 消費税増税の所得階層への影響についての分析 (2016)
  • Author(s): 杉浦翔，村田忠彦
  • Journal Title: 計測自動制御学会第10回社会システム部会研究会資料 Volume: - Pages: 21-28
  • Open Access
• [Journal Article] 並列計算を用いたSA法による大規模世帯の復元 (2016)
  • Author(s): 原田拓弥，村田忠彦
  • Journal Title: 計測自動制御学会第10回社会システム部会研究会資料 Volume: - Pages: 49-54
  • Open Access / Acknowledgement Compliant
• [Journal Article] 公的年金制度における都道府県別の所得代替率と世帯タイプの関係に関する研究 (2016)
  • Author(s): 杜逆索，村田忠彦
  • Journal Title: 計測自動制御学会第10回社会システム部会研究会資料 Volume: - Pages: 65-72
  • Open Access / Acknowledgement Compliant
• [Journal Article] 大学入学希望者学力評価テストの複数回実施による合格者決定方法 (2016)
  • Author(s): 濱口祐実，村田忠彦
  • Journal Title: 計測自動制御学会第10回社会システム部会研究会資料 Volume: - Pages: 99-102
  • Open Access
• [Journal Article] 公的年金制度における47都道府県の所得代替率に関する考察 (2016)
  • Author(s): 杜逆索，村田忠彦
  • Journal Title: システム制御情報学会論文誌 Volume: 29 Issue: 9 Pages: 422-431
  • DOI: 10.5687/iscie.29.422
  • NAID: 130005250519
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] Income Replacement Rate by Region and Household Type in Japanese Pension System Using Microsimulation (2016)
  • Author(s): Nisuo Du, Tadahiko Murata
  • Journal Title: Proc. of 11th Conference of the European social simulation association Volume: - Pages: 1-12
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Modified SA-based Household Reconstruction from Statistics for Agent-Based Social Simulations (2016)
  • Author(s): Tadahiko Murata, Takuya Harada, Daiki Masui
  • Journal Title: Proc. of IEEE International Conference on System, Man & Cybernetics: SMC 2016 Volume: - Pages: 3600-3605
  • DOI: 10.1109/smc.2016.7844792
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] Awareness in Brain, Society, and Beyond (2015)
  • Author(s): Goutam Chakraborty, Robert Raynolds, Tadahiko Murata and Qiangfu Zhao
  • Journal Title: IEEE SMC Magazine Volume: Vol. 1, No. 3 Issue: 3 Pages: 8-16
  • DOI: 10.1109/msmc.2015.2470197
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Agent Heterogeneity and Facility Congestion (2015)
  • Author(s): Taiyo Maeda, Shigeru Matsumoto, Tadahiko Murata
  • Journal Title: Computational Economics Volume: Vol. 46, Issue 2 Issue: 2 Pages: 189-203
  • DOI: 10.1007/s10614-014-9451-x
  • Peer Reviewed
• [Journal Article] A generic niching framework for variable mesh optimization (2015)
  • Author(s): Ricardo Navarro, Tadahiko Murata, Rafael Facon, Kim Chyon Hae
  • Journal Title: Proc. of 2015 IEEE International Conference on Evolutionary Computation 2015 Volume: 1 Pages: 1994-2001
  • DOI: 10.1109/cec.2015.7257130
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Designing simulated annealing and evolutionary algorithms for estimating attributes of residents from statistics (2015)
  • Author(s): Tadahiko Murata, Daiki Masui
  • Journal Title: Proc. of 2015 IEEE International Conference on Evolutionary Computation Volume: 1 Pages: 2476-2481
  • DOI: 10.1109/cec.2015.7257192
  • Acknowledgement Compliant
• [Journal Article] Comparing income replacement rate by prefecture in Japanese pension system (2015)
  • Author(s): Nisuo Du, Tadahiko Murata
  • Journal Title: Proc. of 11th Conference of the European social simulation association Volume: 1
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] A two-fold simulated annealing to reconstruct household composition from statistics (2015)
  • Author(s): Daiki Masui, Tadahiko Murata
  • Journal Title: Proc. of 2015 IEEE International Conference on System, Man & Cybernetics Volume: 1 Pages: 1133-1138
  • DOI: 10.1109/smc.2015.203
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] エージェント属性復元におけるSimulated Annealingを用いた世帯構成の最適化 (2015)
  • Author(s): 枡井大貴，村田忠彦
  • Journal Title: 計測自動制御学会第８回社会システム部会研究会論文集 Volume: 1 Pages: 1-6
  • Acknowledgement Compliant
• [Journal Article] Estimating Agent’ Attributes Using Simulated Annealing from Statistics to Realize Social Awareness (2014)
  • Author(s): Tadahiko Murata, Daiki Masui
  • Journal Title: Proc. of IEEE International Conference on System, Man & Cybernetics: SMC 2014 Volume: 1 Pages: 717-722
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] 統計データとの誤差最小化のためのSAによるエージェント属性復元 (2014)
  • Author(s): 枡井大貴，村田忠彦
  • Journal Title: 計測自動制御学会第７回社会システム部会研究会論文集 Volume: 7 Pages: 47-52
  • Acknowledgement Compliant
• [Journal Article] 統計データを用いたエージェント属性生成における誤差最小化のための進化計算手法 (2014)
  • Author(s): 枡井大貴，村田忠彦
  • Journal Title: 進化計算学会進化計算シンポジウム2014講演論文集 Volume: 1 Pages: 1-8
  • Acknowledgement Compliant
• [Presentation] Nation Wide Pension Simulation by Household and Prefecture (2016)
  • Author(s): Nisuo Du, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis: SC 16
  • Place of Presentation: Salt Lake City, USA
  • Year and Date: 2016-11-14
  • Int'l Joint Research
• [Presentation] Accelerating Reproducible Social Simulations by GPGPU (2016)
  • Author(s): Takuya Harada, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis: SC 16
  • Place of Presentation: Salt Lake City, USA
  • Year and Date: 2016-11-14
  • Int'l Joint Research
• [Presentation] Households Generation for Agent-Based Social Simulations (2016)
  • Author(s): Daiki Masui, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis: SC 16
  • Place of Presentation: Salt Lake City, USA
  • Year and Date: 2016-11-14
  • Int'l Joint Research
• [Presentation] Awareness Computing Using Large-Scale Social Simulation - Challenges and Perspectives - (2016)
  • Author(s): Tadahiko Murata
  • Organizer: ICMLC & ICWAPR 2016
  • Place of Presentation: Maison Glad Jeju, Jeju Island, South Korea
  • Year and Date: 2016-07-12
  • Invited
• [Presentation] 大規模社会シミュレーションの課題と展望 (2016)
  • Author(s): 村田忠彦
  • Organizer: 第１０回計測自動制御学会社会システム部会研究会
  • Place of Presentation: 沖縄県石垣市
  • Year and Date: 2016-03-16
  • Invited
• [Presentation] Evolutionary Fuzzy Systems - History and Recent Developments (2015)
  • Author(s): Tadahiko Murata
  • Organizer: The Fifth International Conference on Fuzzy and Neural Computing (FANCCO 2015)
  • Place of Presentation: Hyderabad, India
  • Year and Date: 2015-12-18
  • Int'l Joint Research / Invited
• [Presentation] Income Replacement By Prefecture In Japanese Pension System (2015)
  • Author(s): Du Nisuo, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis
  • Place of Presentation: Austin Convention Center, USA
  • Year and Date: 2015-11-16
  • Int'l Joint Research
• [Presentation] Reproducible Simulation Model Using CPU and GPU (2015)
  • Author(s): Takuya Harada, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis
  • Place of Presentation: Austin Convention Center, USA
  • Year and Date: 2015-11-16
  • Int'l Joint Research
• [Presentation] Comparing Households in Artificial Population for Veryfying Accuracy of Reconstruction Method (2015)
  • Author(s): Daiki Masui, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis
  • Place of Presentation: Austin Convention Center, USA
  • Year and Date: 2015-11-16
  • Int'l Joint Research
• [Presentation] Agent Simulation for Analyzing An Income Gap under A Consumption Tax Increase (2015)
  • Author(s): Syo Sugiura, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis
  • Place of Presentation: Austin Convention Center, USA
  • Year and Date: 2015-11-16
  • Int'l Joint Research
• [Presentation] Influence on Candidates by Reforming Entrance Examinations for Universities in Japan (2015)
  • Author(s): Yumi Hamaguchi, Tadahiko Murata
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis
  • Place of Presentation: Austin Convention Center, USA
  • Year and Date: 2015-11-16
  • Int'l Joint Research
• [Presentation] Social Simulation Using/Creating Big Data (2015)
  • Author(s): Tadahiko Murata
  • Organizer: 2015 International Workshop on Complex Systems and Their Modeling, Control, Scheduling, and Security Management
  • Place of Presentation: Macau University of Science and Technology, Macau, China
  • Year and Date: 2015-10-13
  • Int'l Joint Research / Invited
• [Presentation] 消費税増税による経済成長及び所得分布への影響の ABM を用いた分析 (2015)
  • Author(s): 杉浦翔,村田忠彦
  • Organizer: 計測自動制御学会第9回社会システム部会研究会
  • Place of Presentation: 富士通研究所（神奈川県）
  • Year and Date: 2015-08-27
• [Presentation] Agent-Based Simulation を用いた入試制度改革による合格者の変化 (2015)
  • Author(s): 濱口祐実,村田忠彦
  • Organizer: 計測自動制御学会第9回社会システム部会研究会
  • Place of Presentation: 富士通研究所（神奈川県）
  • Year and Date: 2015-08-27
• [Presentation] 異種計算機環境における再現性のあるシミュレーションモデルの提案 (2015)
  • Author(s): 原田拓弥,村田忠彦
  • Organizer: 計測自動制御学会第9回社会システム部会研究会
  • Place of Presentation: 富士通研究所（神奈川県）
  • Year and Date: 2015-08-27
• [Presentation] 統計データからの人口データ復元における世帯の比較手法の提案と復元精度の検証 (2015)
  • Author(s): 枡井大貴,村田忠彦
  • Organizer: 計測自動制御学会第9回社会システム部会研究会
  • Place of Presentation: 富士通研究所（神奈川県）
  • Year and Date: 2015-08-27
• [Presentation] エージェント属性復元におけるSimulated Annealingを用いた世帯構成の最適化 (2015)
  • Author(s): 枡井大貴，村田忠彦
  • Organizer: 計測自動制御学会第８回社会システム部会研究会論文集
  • Place of Presentation: ホテルアトメールエメラルド宮古島，宮古島市，沖縄県
  • Year and Date: 2015-03-13 – 2015-03-15
• [Presentation] 統計データを用いたエージェント属性生成における誤差最小化のための進化計算手法 (2014)
  • Author(s): 枡井大貴，村田忠彦
  • Organizer: 進化計算学会進化計算シンポジウム2014
  • Place of Presentation: 安芸グランドホテル，廿日市市，広島県
  • Year and Date: 2014-12-20 – 2014-12-21
• [Presentation] Reconstruct of Agents’ Attributes by Simulated Annealing for Minimizing Errors from Statistics (2014)
  • Author(s): Tadahiko Murata, Daiki Masui
  • Organizer: IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis
  • Place of Presentation: New Orleans, USA
  • Year and Date: 2014-11-17 – 2014-11-20
• [Presentation] Estimating Agent’ Attributes Using Simulated Annealing from Statistics to Realize Social Awareness (2014)
  • Author(s): Tadahiko Murata, Daiki Masui
  • Organizer: IEEE International Conference on System, Man & Cybernetics
  • Place of Presentation: San Diego, USA
  • Year and Date: 2014-10-05 – 2014-10-08
• [Presentation] 統計データとの誤差最小化のためのSAによるエージェント属性復元 (2014)
  • Author(s): 枡井大貴，村田忠彦
  • Organizer: 計測自動制御学会第７回社会システム部会研究会
  • Place of Presentation: 小樽商科大学，北海道
  • Year and Date: 2014-09-08 – 2014-09-09