Multiple Linear Regression - Estimated Regression Equation |
a[t] = -0.644818 + 0.399552b[t] + 1.97377c[t] + e[t] |
Warning: you did not specify the column number of the endogenous series! The first column was selected by default. |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | -0.6448 | 0.004957 | -1.3010e+02 | 7.717e-258 | 3.858e-258 |
b | +0.3996 | 0.01074 | +3.7200e+01 | 5.212e-112 | 2.606e-112 |
c | +1.974 | 0.02036 | +9.6930e+01 | 6.886e-222 | 3.443e-222 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.9944 |
R-squared | 0.9889 |
Adjusted R-squared | 0.9888 |
F-TEST (value) | 1.28e+04 |
F-TEST (DF numerator) | 2 |
F-TEST (DF denominator) | 288 |
p-value | 0 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.01411 |
Sum Squared Residuals | 0.05737 |
Menu of Residual Diagnostics | |
Description | Link |
Histogram | Compute |
Central Tendency | Compute |
QQ Plot | Compute |
Kernel Density Plot | Compute |
Skewness/Kurtosis Test | Compute |
Skewness-Kurtosis Plot | Compute |
Harrell-Davis Plot | Compute |
Bootstrap Plot -- Central Tendency | Compute |
Blocked Bootstrap Plot -- Central Tendency | Compute |
(Partial) Autocorrelation Plot | Compute |
Spectral Analysis | Compute |
Tukey lambda PPCC Plot | Compute |
Box-Cox Normality Plot | Compute |
Summary Statistics | Compute |
Ramsey RESET F-Test for powers (2 and 3) of fitted values |
> reset_test_fitted RESET test data: mylm RESET = 52.498, df1 = 2, df2 = 286, p-value < 2.2e-16 |
Ramsey RESET F-Test for powers (2 and 3) of regressors |
> reset_test_regressors RESET test data: mylm RESET = 35.545, df1 = 4, df2 = 284, p-value < 2.2e-16 |
Ramsey RESET F-Test for powers (2 and 3) of principal components |
> reset_test_principal_components RESET test data: mylm RESET = 20.862, df1 = 2, df2 = 286, p-value = 3.49e-09 |
Variance Inflation Factors (Multicollinearity) |
> vif b c 1.668485 1.668485 |