労働市場の情報統計力学:実データに基づくシミュレータ構築による構成論的アプローチ
Project/Area Number |
14J01059
|
Research Category |
Grant-in-Aid for JSPS Fellows
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Allocation Type | Single-year Grants |
Section | 国内 |
Research Field |
Soft computing
|
Research Institution | Hokkaido University |
Principal Investigator |
陳 鶴 北海道大学, 情報科学研究科, 特別研究員(DC2)
|
Project Period (FY) |
2014-04-25 – 2016-03-31
|
Project Status |
Completed (Fiscal Year 2015)
|
Budget Amount *help |
¥1,900,000 (Direct Cost: ¥1,900,000)
Fiscal Year 2015: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2014: ¥1,000,000 (Direct Cost: ¥1,000,000)
|
Keywords | 経済物理学 / 情報統計力学 / 大卒労働市場 / 社会格差問題 |
Outline of Annual Research Achievements |
This study provides theoretical studies on labor markets incorporating econophysics through statistical mechanical approaches. Inspired by the unsupervised learning or self-organization in the machine learning context, we attempt to draw a ‘learning curve’ for the collective behavior of job-seeking ‘non-intelligent’ labors in successive job-hunting processes. We discuss the speed of convergence for the error-measurement, where we consider a scenario in which the students do not use any information about the result of job-hunting in a previous process. Our approach enables us to examine the existence of the condition on which macroscopic quantity, say, ‘stage-wise unemployment rate’ becomes ‘scale-invariant’ in the sense that it does not depend on the job-hunting stage. From the macroscopic view point, the problem could be regarded as a human resource allocation. We provide a mathematical model to investigate the human resource allocation problem for students. The basic model is described by the Potts spin glass. In the model, each Potts spin represents the action of one student, and it takes a discrete variable corresponding to the company he/she applies for. We construct the energy to include the distinct effects on students’ behavior. The correlations (the adjacent matrix) between students are taken into account through the pairwise spin-spin interactions. We carry out computer simulations to examine the efficiency of the model. We also show that some chiral representation of the Potts spin enables us to obtain some analytical insights into our labor markets.
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Research Progress Status |
27年度が最終年度であるため、記入しない。
|
Strategy for Future Research Activity |
27年度が最終年度であるため、記入しない。
|
Report
(2 results)
Research Products
(7 results)