Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Transactions on Computational Collective Intelligence VIII
Analyzing the influence of Value at Risk on financial markets through agent-based modeling
International Journal of Knowledge-based and Intelligent Engineering Systems
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This research analyzes the influence of indices which are employed in the asset management business on financial markets through agent-based simulation. In this analysis, we focus on a fundamental index, which has been proposed as a new benchmark for investments in place of price indices, which are currently employed in practical business affairs. As a result of intensive experiments in the market, we made the following interesting findings: (1) fundamental indexing works as effectively as a price indexing in the market when market prices reflect fundamental values; (2) fundamental indexing contributes to market efficiency. However, we also found drawbacks to fundamental indexing, such as the risk of destabilizing markets when too many investors employ passive investment strategies using the fundamental index. These results are significant from both practical and academic viewpoints. These analyses also demonstrate the effectiveness of agent-based techniques for financial research.