Vectorial model for progressive adaptation for purchase and sale of shares using stock market indicators

P. A. Peña, F. Gomez, J. Vélez
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Abstract

The shares are considered as a fundamental part of the equity market, as their values change over time as a result of offer and demand, and the effect of market volatility. This volatility makes the trading of shares on a stock exchange is an extremely difficult task. That is why in this article develops and analyzes a system for automatic trading shares, which incorporates a series of progressive learning vector models inspired by the structure of a support vector machine. For the configuration of the overall structure of the model, a number of stock market indicators used by investors to establish positions for buying and selling, were used while learning the model used a sequential negotiation strategy on five different shares listed on the stock exchange of Colombia, and where learning was guided by buying and selling positions that were setting each input stock market indicators. Results from the system showed the profitability that the model was achieved in the negotiation as a result of progress in learning that each of the models was achieved along the sequence of actions used for this study, making the system each more robust time, which makes it ideal for trading shares based on stock indexes.
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基于股票市场指标的股票买卖逐步适应向量模型
股票被认为是股票市场的基本组成部分,因为它们的价值随着时间的推移而变化,这是由于要约和需求以及市场波动的影响。这种波动性使得在证券交易所进行股票交易是一项极其困难的任务。这就是为什么在本文中开发和分析了一个自动交易股票的系统,该系统结合了一系列受支持向量机结构启发的渐进式学习向量模型。为了配置模型的整体结构,我们使用了投资者用来建立买入和卖出头寸的一些股票市场指标,同时学习模型对哥伦比亚证券交易所上市的五种不同的股票使用了顺序谈判策略,并通过设置每个输入股票市场指标的买入和卖出头寸来指导学习。系统的结果表明,由于学习的进展,模型在谈判中实现了盈利能力,每个模型都是沿着本研究中使用的动作序列实现的,这使得系统更加鲁棒,这使得它非常适合基于股票指数的股票交易。
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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