利用机器学习和人工智能增强金融投资组合

Ashutosh Shukla, Bhoomika ., M. Supreeth, Sreenivasa Bc
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引用次数: 0

摘要

收入超过支出产生了对各种投资选择的需求,这取决于消费者对风险的偏好、对回报的渴望和对流动性的需求,以及其他不可量化的特征。这就产生了投资组合的概念,它只是资产的集合或投资资金的途径,以及对这些资产的资金分配。现金、股票、房地产、固定收益和大宗商品是这些选择中最突出的。每种途径都有自己的一套评估原则,满足雇主的不同需求。在我们的研究中,我们正在考虑包括股票和固定收益的投资组合。对于固定收益,我们使用被认为随时间保持不变的摊销率。标准普尔500指数完全由股票组成。机器学习用于选择股票和适当分配资金。在计算固定收益分配时,会考虑用户的风险状况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Financial Portfolio Enhancement using Machine Learning and Artificial Intelligence
A surplus of income over expenditure has created a demand for a variety of investment options, depending on the consumer's appetite for risk, desire for returns, and need for liquidity, among other non-quantifiable characteristics. This gave rise to the concept of a portfolio, which is simply a collection of assets or avenues for investing money, as well as the allocation of funds to each of these assets. Cash, equities, real estate, fixed-income, and commodities are the most prominent of these options. Each avenue has its own set of valuation principles and meets a different set of needs for employers. We are looking at portfolios that include both equities and fixed income for our research. For fixed income, we use an amortized rate that is considered to remain constant over time. The S&P 500 index is made up entirely of stocks. Machine learning is used to choose stocks and distribute capital appropriately. The user's risk profile is taken into account when calculating the fixed income allocation.
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