VNS Metaheuristics to Solve a Financial Portfolio Design Problem

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Abstract

This chapter introduces a VNS-based local search for solving efficiently a financial portfolio design problem described in Chapter 1 and modeled in Chapter 3. The mathematical model tackled is a 0-1 quadratic model. It is well known that exact solving approaches on large instances of this kind of model are costly. The authors have proposed local search approaches to solve the problem, and the efficiency of this type of method has been proved. This chapter shows that the matricial 0-1 model of the problem enables specialized VNS algorithms by taking into account the particular structure of the financial problem considered. First experiments show that VNS with simulated annealing is effective on non-trivial instances of the problem.
求解金融组合设计问题的VNS元启发式方法
本章介绍了一种基于vns的局部搜索方法,用于有效地解决第1章描述的金融投资组合设计问题,并在第3章进行了建模。所处理的数学模型是一个0-1二次模型。众所周知,在这种模型的大实例上精确求解的方法是昂贵的。作者提出了局部搜索方法来解决这一问题,并证明了这种方法的有效性。本章表明,该问题的物质0-1模型通过考虑所考虑的金融问题的特殊结构,使专门的VNS算法成为可能。首先,实验表明,采用模拟退火的VNS对非平凡实例的问题是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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