Translating Agents' Actions to Strategic Measures: Agent-Based Modeling with Genetic Algorithms to Analyze Competing Companies
نویسندگان
چکیده
Agent-based simulation has become one of the promising gears for computational social sciences including business management strategy studies. This paper addresses a novel technology of agent-based modeling with genetic algorithms. Our method is characterized by (1) Decision making agents or competing companies with strategic parameters to be optimized; (2) A multiobjective optimization framework to evolve the artificial simulated society; (3) Grounding the simulation conditions with marketing survey data in the real world, and (4) Validating the strategic parameters of the agents after simulation via statistical analysis of the individual genes. The proposed method enables us to investigate the strategic measures or balanced scorecards of competing companies from the agents’ actions in the simulator.
منابع مشابه
Simulation of The Impact of Income Distribution on Social Unrest Using Agent-based Modeling Approach
Abstract Poverty and various forms of inequality, including class, gender, racial, and ethnic inequalities, are caused by imbalances of power relations and make society prone to social instability and unrest; Inequalities that are by-products of the growing power imbalances between the rich and the poor. The problems of poverty and inequality are inextricably linked to powerful economic and p...
متن کاملModeling and scheduling no-idle hybrid flow shop problems
Although several papers have studied no-idle scheduling problems, they all focus on flow shops, assuming one processor at each working stage. But, companies commonly extend to hybrid flow shops by duplicating machines in parallel in stages. This paper considers the problem of scheduling no-idle hybrid flow shops. A mixed integer linear programming model is first developed to mathematically form...
متن کاملPeer Pressure in Smoking and its Impact on Social Welfare; A Study Using Agent-based Modeling and Simulation
Many people die each year due to smoking. Social pressures, such as peer pressure, which are manifested in one's interactions with his/her peers, are from very effective factors in people's tendency to smoke. In this research, it was attempted to study and analyze peer pressure in smoking and its impact on some of the welfare indicators including mortality number due to starvation, wealth avera...
متن کاملPeer Pressure in Smoking and its Impact on Social Welfare; A Study Using Agent-based Modeling and Simulation
Many people die each year due to smoking. Social pressures, such as peer pressure, which are manifested in one's interactions with his/her peers, are from very effective factors in people's tendency to smoke. In this research, it was attempted to study and analyze peer pressure in smoking and its impact on some of the welfare indicators including mortality number due to starvation, wealth avera...
متن کاملImproving Agent Performance for Multi-Resource Negotiation Using Learning Automata and Case-Based Reasoning
In electronic commerce markets, agents often should acquire multiple resources to fulfil a high-level task. In order to attain such resources they need to compete with each other. In multi-agent environments, in which competition is involved, negotiation would be an interaction between agents in order to reach an agreement on resource allocation and to be coordinated with each other. In recent ...
متن کامل