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Information Journal Paper

Title

SPIN GLASSES, THE WAY TO DISTRIBUTED PROCESSING CASE STUDY ON STOCK MARKET PORTFOLIO SELECTION

Author(s)

VAFAEI JAHAN MAJID | AKBARZADEH TUTUNCHI MOHAMMADREZA | Issue Writer Certificate 

Pages

  87-109

Abstract

 The several heuristic algorithms have been proposed for PORTFOLIO SELECTION. One of these algorithms is based on spin glasses that have local searching and parallel processing properties. Because of the spin glass algorithms are actually based on Monte Carlo simulation such as SIMULATED ANNEALING (SA) and have low convergence speed against other method, yet composing with other methods such as LEARNING AUTOMATA (LA) and genetic algorithms have been considered. In this paper, one of the composing methods based on SA and Exteremal Optimization (EO) has been proposed, this algorithm select and change the low order spins with higher probability and take the state of all spins into the better situation. After a sufficient number of steps, the system reaches a highly correlated that almost all species have reached fitness above a certain threshold. This co-evolutionary activity gives rise to chain reactions and every fluctuation that rearrange major parts of the system, potentially making any configuration accessible. Therefore any fluctuations allow escaping from local minima and efficiently explore the configuration space. The experimental results show this method is powerful paradigm for finding ground state of spin glass and better than other methods such as SA and LA for solving PORTFOLIO SELECTION problem.

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  • Cite

    APA: Copy

    VAFAEI JAHAN, MAJID, & AKBARZADEH TUTUNCHI, MOHAMMADREZA. (2017). SPIN GLASSES, THE WAY TO DISTRIBUTED PROCESSING CASE STUDY ON STOCK MARKET PORTFOLIO SELECTION. FINANCIAL ENGINEERING AND SECURITIES MANAGEMENT (PORTFOLIO MANAGEMENT), 8(32 ), 87-109. SID. https://sid.ir/paper/197840/en

    Vancouver: Copy

    VAFAEI JAHAN MAJID, AKBARZADEH TUTUNCHI MOHAMMADREZA. SPIN GLASSES, THE WAY TO DISTRIBUTED PROCESSING CASE STUDY ON STOCK MARKET PORTFOLIO SELECTION. FINANCIAL ENGINEERING AND SECURITIES MANAGEMENT (PORTFOLIO MANAGEMENT)[Internet]. 2017;8(32 ):87-109. Available from: https://sid.ir/paper/197840/en

    IEEE: Copy

    MAJID VAFAEI JAHAN, and MOHAMMADREZA AKBARZADEH TUTUNCHI, “SPIN GLASSES, THE WAY TO DISTRIBUTED PROCESSING CASE STUDY ON STOCK MARKET PORTFOLIO SELECTION,” FINANCIAL ENGINEERING AND SECURITIES MANAGEMENT (PORTFOLIO MANAGEMENT), vol. 8, no. 32 , pp. 87–109, 2017, [Online]. Available: https://sid.ir/paper/197840/en

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