quant001 发表于 2019-7-3 22:12:54

R语言动量交易策略分析

.动量函数momentum()


#动量交易策略   Momentum Trading Strategy。
#简单讲就是今天比昨天涨了多少或是低了多少;
#该理论相信,涨了还会涨,跌了继续跌。
#动量计算:p(t)-p(t-n)
#式中,p(t)是第t期的价格。
#p(t-n)是第t-m期的价格
#n是时间间隔
#计算n天的动量

#动量函数momentum()

函数形式:momentum(x,n=1,na.pad=TRUE)

式中:
x-表示要计算的量,可以是价格或者是成交量。

n-时间跨度参数,默认值是1。

na.pad-计算结果是否包含NA,默认值是TRUE。

以谷歌在2016年至今的股票为例。
n<-1
library(quantmod)
getSymbols("GOOG",src="yahoo",from="2016-01-01", to='2016-05-30')
#显示一下数据看看
#head(GOOG$GOOG.Close)
Close<-GOOG$GOOG.Close
names(Close)<-"show"   
tail(Close)
GoogleM<-momentum(Close,n,na.pad = TRUE)
tail(GoogleM)


2.动量变化率函数ROC()


#动量计算:p(t)-p(t-n)
#动量变化率计算:(p(t)-p(t-n))/p(t-n)
#式中,p(t)是第t期的价格。
#p(t-n)是第t-m期的价格
#n是时间间隔
#计算n天的动量变化率
#ROC(x, n=1,type=c("continuous","discrete"),na.pad=TRUE)
#x,表示价格
#n表示时间跨度
#type有两个可能值。
#type="continuous",计算:ln(p(t)/p(t-n))
#type="discrete",计算:(p(t)-p(t-1))-1
#na.pad表示是否包含NA,默认是值TRUE。

设定n=1,计算一期的股价变化率,编写程序如下:

n<-1
library(quantmod)
getSymbols("GOOG",src="yahoo",from="2016-01-01", to='2016-05-30')
#显示一下数据看看
#head(GOOG$GOOG.Close)
Close<-GOOG$GOOG.Close
names(Close)<-"show"   
tail(Close)
GoogleM<-ROC(Close,n,type="continuous",na.pad = TRUE)
tail(GoogleM)
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


3.在K线图下方显示动量变化率这里以n=5,即5期的股价动量变化为例进行展示。library(quantmod)
getSymbols("GOOG",src="yahoo",from="2016-01-01", to='2016-05-30')
chartSeries(GOOG,theme = 'white',name='谷歌',up.col = 'red',dn.col = 'green')
#显示一下数据看看
#head(GOOG$GOOG.Close)
Close<-GOOG$GOOG.Close
names(Close)<-"show"   
tail(Cl(GOOG))
addTA(Cl(GOOG),on=1,col="black",type="l")
addTA(Cl(GOOG),col="black",type="l")
addTA(ROC(Cl(GOOG),n=5,type="discrete",na.pad=TRUE),col=4,type="l")


data:image/png;base64,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

通常情况下,动量指标的值大于零意味着股票持续上涨,是买入信号;动量指标的值小于零意味着股票持续下跌,是卖出信号。当然需要跟其他信号结合来进行买入卖出点的评测,从谷歌的动量变化率看不出来明显的买卖点判断。



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查看完整版本: R语言动量交易策略分析