COMPILATION OF HEDGING SHARE PORTFOLIO BASED ON PCA ON INDONESIA'S LQ45 INDEX

Sunarto Wage, N. Mardika, Suvianto Wangdra
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Abstract

Stock investing is a risky subject that requires hedging, but this is rarely questioned in the Indonesian stock index. The goal of this study is to create a stock portfolio using principal components to develop orthogonal components in the Indonesian LQ45 index for hedging purposes. The research method used time series over a five-year period from 2017 to 2021. From different cumulative returns, daily returns, and risk profiles, four components were created with total extracted variance of 84% and KMO of 90%. With a 95% confidence interval, the results are also statistically different. The hypothetical portfolio constructed from the four components produced an excellent hedge profile based on the sharpe ratio, with negative stock performance counterbalanced by positive stock performance.
基于pca的印尼lq45指数对冲股票组合的编制
股票投资是一个需要对冲的高风险项目,但这一点在印尼股指中很少受到质疑。本研究的目的是创建一个股票投资组合,使用主成分来开发印度尼西亚LQ45指数的正交成分,用于对冲目的。该研究方法使用了2017年至2021年五年期间的时间序列。从不同的累积收益、日收益和风险概况中,创建了四个成分,总提取方差为84%,KMO为90%。在95%置信区间内,结果也有统计学差异。由四个组成部分构建的假设投资组合产生了基于夏普比率的优秀对冲配置文件,负股票表现被正股票表现抵消。
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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