2.1 Explore the data
- First we read in the data, which can be downloaded from yahoo finance. It is SPX 500 historical time series data in recent 5 years. The data set consists of 1553 observations and 7 variables. It records SPX 500 index changes from 2011 to 2016. I am interested in SPX 500 index’s closed price every day, so I mainly focus on closed price.
dat <- read.csv(file="SPX500.csv",header=TRUE)
- And we could summary six important statistics index of the closed price as follows.
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1023 1284 1502 1580 1932 2131
Then we can plot the closed price over time to study its pattern. The blue line represents the mean for this time series. ![](data:image/png;base64,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)
There seems a significant increasing trend in SPX 500 index, so we need to differentiate the original to determine d in ARIMA model.
t <- seq(from=1,length=length(date),by=1)
N <- length(CLOSED)
detrend_closed <- CLOSED[2:N] - CLOSED[1:N-1]
plot(t[1:N-1],detrend_closed,type="l",xlab="t",ylab="remove tendency",main = "Detrending SPX 500")
abline(h=mean(detrend_closed),col = "blue")
![](data:image/png;base64,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)
- The variation of the data seems unchanged during the 5 years and there is no visible trend. Thus, we can conclude that \(d=1\). Now we can analyze this time series.
2.2 Fitting an ARIMA(p,1,q) Model
- First, consider if there exists a seasonal effect in this question. Assume that there’s a seasonal effect, then we could buy in the index at the trough and sell it at the crest. If so, everyone could arbitrage from the market which deviate from the principle of finance. Thus, it could not have a seasonal effect in this problem theoratically.
- Meanwhile, we could plot the frequency domain of original data as follow
![](data:image/png;base64,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)
- In the above figure, we could see that there’s no significant cycle in a year, which means there’s no seasonal effect in this problem.
- After excluding the seasonal effect, let’s start by fitting a stationary ARIMA(p,1,q) model under the null hypothesis that there is no trend after differentiating once.
We seek to fit a stationary Gaussian ARIMA(p,1,q) model with parameter vector \(\theta = (\phi_{1:p},\psi_{1:q},\mu,\sigma^2)\) given by: \[\phi(B)(1-B)(X_n-\mu) = \psi(B)\varepsilon_n\] where \[\mu = E[X_n]\] \[\phi(x) = 1-\sum_{i=1}^p \phi_i x^i\] \[\psi(x) = 1+\sum_{i=1}^q \psi_i x^i\] \[\varepsilon \sim iid N[0,\sigma^2]\]
- We need to decide where to start in terms of values of p and q.
- In this question, I choose Akaike’s information criterion, AIC is given by \[AIC = -2 \times l(\theta^*) + 2D\]
The following table is an AIC table for a range of different choices of p and q.
## Warning in arima(data, order = c(p, 1, q)): possible convergence problem:
## optim gave code = 1
## Loading required package: knitr
AR0 |
12840.57 |
12841.70 |
12843.66 |
12843.49 |
12844.64 |
AR1 |
12841.69 |
12843.70 |
12845.66 |
12840.74 |
12842.55 |
AR2 |
12843.64 |
12845.64 |
12840.97 |
12842.30 |
12844.02 |
AR3 |
12843.63 |
12840.56 |
12842.29 |
12843.61 |
12845.21 |
AR4 |
12844.85 |
12842.42 |
12843.89 |
12845.26 |
12834.72 |
- In the AIC table, we can find the 3 smallest (p,q), namely (4,4),(3,1), and (0,0).
- Firstly, ARIMA(4,1,4) is a very big model, which is hard to explain. Moreover, it is at the corner of the table, which is an unproper choice.
- Secondly, consider ARIMA(0,1,0) model. If it is a true model, then \(X_n\) should follow: \[1*(1-B)X_n=1*\varepsilon_n\]
- Take expectation of each side of the equation, we have: \[E[X_n - X_{n-1}]=E[\varepsilon_n]=0\] \[E[X_n] = E[X_{n-1}]\]
- Thus, if the data follows ARIMA(0,1,0) model, it would not have a trend theoratically, which deviates from our original data.
- To sum up, ARIMA(3,1,1) may be the only choice. Thus I choose ARIMA(3,1,1) model to analyze this dataset.
2.3 Analysing ARIMA(3,1,1) Model
2.3.1 Regression on ARIMA(3,1,1) Model
- Now we fit ARIMA(3,1,1) model to the dataset.
closed_arma31 <- arima(CLOSED,order=c(3,1,1))
closed_arma31
##
## Call:
## arima(x = CLOSED, order = c(3, 1, 1))
##
## Coefficients:
## ar1 ar2 ar3 ma1
## 0.7659 0.0237 -0.0462 -0.7930
## s.e. 0.1557 0.0322 0.0282 0.1545
##
## sigma^2 estimated as 228: log likelihood = -6415.28, aic = 12840.56
- The result shows that \(\phi_1 = 0.7659\),\(\phi_2 = 0.0237\),\(\phi_3 = -0.0462\),\(\psi_1 = -0.7930\), that is: \[(1-0.7659B-0.0237B^2+0.0462B^3)(1-B)X_n = (1-0.7930B)\varepsilon_n\]
- However, noticing that standard error of ar3 coefficient is quite large, and this may leads to an unsignificant result.
2.3.2 Testing ARIMA(3,1,1) Model’s Root
- To check if all parameters have a small fitted value, we can see whether its roots are in a unit circle.
AR_roots <- polyroot(c(1,-coef(closed_arma31)[c("ar1","ar2","ar3")]))
AR_roots
## [1] 1.414352-0i -4.387351-0i 3.486625+0i
MA_roots <- polyroot(c(1,coef(closed_arma31)[c("ma1")]))
MA_roots
## [1] 1.261061+0i
- From the analysis given above, we can find that all the roots are outside the unit circle. This suggests that ARIMA(3,1,1) may be a good fit for the data.
2.3.3 Predictions
- Based on the analysis given above, we can predict the future’s SPX 500 index based on historical data with following equation. \[(1-0.7659B-0.0237B^2+0.0462B^3)(1-B)X_n = (1-0.7930B)\varepsilon_n\]
- Given \(X_{n-1}=1999.99, X_{n-2} = 1993.40, X_{n-3} = 1986.45, X_{n-4} = 1978.35\), we could say \[X_n = (1.7659B-0.7422B^2-0.0699B^3+0.0462B^4)X_n + (1-0.7930B)\varepsilon_n\] \[X_n = 2004.83 + (1-0.7930B)\varepsilon_n\]
- Thus, 95% confidence interval for \(X_n\) should be \((1966.29,2043.37)\), since \(var(\epsilon_i) = sigma^2 = 228\)
2.4.3 Modify the Model
- The long-tail residual indicates that current SPX 500 index could not be explained by its historical data only. We may ignore some important factors during our analysis. Thus, I am going to add a factor to my model.
- As we all know, volume is an important factor in stock market, and it may affect the close price. Thus, I try to add this factor into our model and do all what I did in section 2.2 and section 2.3.
- Since volume is a large number, I take a log form.
volume <- log(rev(as.numeric(dat$Volume)))
## Warning in arima(data, order = c(p, 1, q), xreg = data2): possible
## convergence problem: optim gave code = 1
## Warning in arima(data, order = c(p, 1, q), xreg = data2): possible
## convergence problem: optim gave code = 1
AR0 |
12829.18 |
12829.68 |
12831.51 |
12831.03 |
12831.78 |
AR1 |
12829.65 |
12829.90 |
12832.86 |
12828.37 |
12830.12 |
AR2 |
12831.44 |
12832.32 |
12828.85 |
12830.43 |
12831.77 |
AR3 |
12831.18 |
12828.16 |
12830.58 |
12831.46 |
12832.71 |
AR4 |
12832.00 |
12829.98 |
12832.05 |
12832.80 |
12829.94 |
- It is good to see that adding an additonal parameter does not change our ARIMA model’s parameter. And this time, we would run ARIMA(3,1,1) either, but adding one more parameter log(volume).
arma31_v <- arima(CLOSED,order = c(3,1,1),xreg = volume)
arma31_v
##
## Call:
## arima(x = CLOSED, order = c(3, 1, 1), xreg = volume)
##
## Coefficients:
## ar1 ar2 ar3 ma1 volume
## 0.7270 0.0341 -0.0535 -0.7615 -7.2501
## s.e. 0.1612 0.0319 0.0276 0.1601 1.9140
##
## sigma^2 estimated as 225.9: log likelihood = -6408.08, aic = 12828.16
- The result shows that coefficient of ar3 becomes more significant, and there’s a significant effect on log(volume) as we expected. Then we need to examine if all the roots are outside the unit circle
AR_roots <- polyroot(c(1,-coef(arma31_v)[c("ar1","ar2","ar3")]))
AR_roots
## [1] 1.528866-0i -3.972214+0i 3.080530+0i
MA_roots <- polyroot(c(1,coef(arma31_v)[c("ma1")]))
MA_roots
## [1] 1.313209+0i
- The roots are outside the unit circle as we expected.
- Then we need to examine if the residual follows stationary condition and normal distribution this time.
plot(arma31_v$resid,ylab = "residuals",main = "Residuals for ARIMA(3,1,1) Model with volume parameter")
![](data:image/png;base64,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)
acf(arma31_v$resid,main = "ACF of residuals with volume parameter")
![](data:image/png;base64,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)
From the acf plot, we can find that the problem is not solved, there’s still a slight deviation from gaussian white noise at \(lag=22\), \(lag=24\) and \(lag=25\).
Looking at the Q-Q plot, we can find the same problem as before.
qqnorm(arma31_v$resid)
qqline(arma31_v$resid,probs = c(0.25,0.75))
![](data:image/png;base64,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)
- Though adding log(volume) improves the model in many ways, it is still hard to explain why the residual of the model is long-tail, suggesting further analysis with more complex model than ARIMA.