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Portfolio Optimization under Cardinality Constraints: A Comparative Study

Portfolio Optimization under Cardinality Constraints: A Comparative Study
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摘要 The Cardinality Constraint-Based Optimization problem is investigated in this note. In portfolio optimization problem, the cardinality constraint allows one to invest in assets out of a universe of N assets for a prespecified value of K. It is generally agreed that choosing a “small” value of K forces the implementation of diversification in small portfolios. However, the question of how small must be K has remained unanswered. In the present work, using a comparative approach we show computationally that optimal portfolio selection with a relatively small or large number of assets, K, may produce similar results with differentiated reliabilities. The Cardinality Constraint-Based Optimization problem is investigated in this note. In portfolio optimization problem, the cardinality constraint allows one to invest in assets out of a universe of N assets for a prespecified value of K. It is generally agreed that choosing a “small” value of K forces the implementation of diversification in small portfolios. However, the question of how small must be K has remained unanswered. In the present work, using a comparative approach we show computationally that optimal portfolio selection with a relatively small or large number of assets, K, may produce similar results with differentiated reliabilities.
出处 《Open Journal of Statistics》 2017年第4期731-742,共12页 统计学期刊(英文)
关键词 CARDINALITY CONSTRAINTS DIVERSITY PORTFOLIO Selection PORTFOLIO Reliability PARAMETRIC STATISTICS Cardinality Constraints Diversity Portfolio Selection Portfolio Reliability Parametric Statistics
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