Correlation of the estimators under the simulation
| Panel A. Correlation coefficient between True and other estimators | ||||||
|---|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | Real | |
| Coskewness | (3,0) | 0.982*** | −0.093*** | −0.009 | 0.261*** | 0.334*** |
| (0.000) | (0.000) | (0.394) | (0.000) | (0.000) | ||
| (2,1) | 0.989*** | −0.089*** | −0.011 | 0.280*** | 0.348*** | |
| (0.000) | (0.000) | (0.291) | (0.000) | (0.000) | ||
| (1,2) | 0.993*** | −0.085*** | −0.014 | 0.294*** | 0.362*** | |
| (0.000) | (0.000) | (0.173) | (0.000) | (0.000) | ||
| (0,3) | 0.991*** | −0.079*** | −0.014 | 0.312*** | 0.384*** | |
| (0.000) | (0.000) | (0.151) | (0.000) | (0.000) | ||
| Cokurtosis | (4,0) | 0.941*** | −0.032*** | 0.069*** | 0.233*** | 0.255*** |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | ||
| (3,1) | 0.943*** | −0.033*** | 0.101*** | 0.240*** | 0.253*** | |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | ||
| (2,2) | 0.945*** | −0.032*** | 0.047*** | 0.257*** | 0.249*** | |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | ||
| (1,3) | 0.947*** | −0.030*** | −0.012 | 0.279*** | 0.242*** | |
| (0.000) | (0.002) | (0.240) | (0.000) | (0.000) | ||
| (0,4) | 0.947*** | −0.031*** | 0.054*** | 0.307*** | 0.242*** | |
| (0.000) | (0.002) | (0.000) | (0.000) | (0.000) | ||
| Panel A. Correlation coefficient between | ||||||
|---|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | Real | |
| Coskewness | (3,0) | 0.982*** | −0.093*** | −0.009 | 0.261*** | 0.334*** |
| (0.000) | (0.000) | (0.394) | (0.000) | (0.000) | ||
| (2,1) | 0.989*** | −0.089*** | −0.011 | 0.280*** | 0.348*** | |
| (0.000) | (0.000) | (0.291) | (0.000) | (0.000) | ||
| (1,2) | 0.993*** | −0.085*** | −0.014 | 0.294*** | 0.362*** | |
| (0.000) | (0.000) | (0.173) | (0.000) | (0.000) | ||
| (0,3) | 0.991*** | −0.079*** | −0.014 | 0.312*** | 0.384*** | |
| (0.000) | (0.000) | (0.151) | (0.000) | (0.000) | ||
| Cokurtosis | (4,0) | 0.941*** | −0.032*** | 0.069*** | 0.233*** | 0.255*** |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | ||
| (3,1) | 0.943*** | −0.033*** | 0.101*** | 0.240*** | 0.253*** | |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | ||
| (2,2) | 0.945*** | −0.032*** | 0.047*** | 0.257*** | 0.249*** | |
| (0.000) | (0.001) | (0.000) | (0.000) | (0.000) | ||
| (1,3) | 0.947*** | −0.030*** | −0.012 | 0.279*** | 0.242*** | |
| (0.000) | (0.002) | (0.240) | (0.000) | (0.000) | ||
| (0,4) | 0.947*** | −0.031*** | 0.054*** | 0.307*** | 0.242*** | |
| (0.000) | (0.002) | (0.000) | (0.000) | (0.000) | ||
| Panel B. Correlation coefficient between Real and other estimators | |||||
|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | |
| Coskewness | (3,0) | 0.342*** | −0.034*** | 0.195*** | 0.917*** |
| (0.000) | (0.001) | (0.000) | (0.000) | ||
| (2,1) | 0.355*** | −0.043*** | 0.147*** | 0.929*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | ||
| (1,2) | 0.367*** | −0.048*** | 0.116*** | 0.937*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | ||
| (0,3) | 0.384*** | −0.052*** | 0.081*** | 0.940*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | ||
| Cokurtosis | (4,0) | 0.239*** | 0.019* | 0.175*** | 0.812*** |
| (0.000) | (0.052) | (0.000) | (0.000) | ||
| (3,1) | 0.241*** | 0.016 | 0.111*** | 0.797*** | |
| (0.000) | (0.100) | (0.000) | (0.000) | ||
| (2,2) | 0.240*** | 0.014 | 0.075*** | 0.804*** | |
| (0.000) | (0.170) | (0.000) | (0.000) | ||
| (1,3) | 0.235*** | 0.012 | 0.028*** | 0.827*** | |
| (0.000) | (0.244) | (0.004) | (0.000) | ||
| (0,4) | 0.234*** | 0.01 | 0.117*** | 0.859*** | |
| (0.000) | (0.297) | (0.000) | (0.000) | ||
| Panel B. Correlation coefficient between | |||||
|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | |
| Coskewness | (3,0) | 0.342*** | −0.034*** | 0.195*** | 0.917*** |
| (0.000) | (0.001) | (0.000) | (0.000) | ||
| (2,1) | 0.355*** | −0.043*** | 0.147*** | 0.929*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | ||
| (1,2) | 0.367*** | −0.048*** | 0.116*** | 0.937*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | ||
| (0,3) | 0.384*** | −0.052*** | 0.081*** | 0.940*** | |
| (0.000) | (0.000) | (0.000) | (0.000) | ||
| Cokurtosis | (4,0) | 0.239*** | 0.019* | 0.175*** | 0.812*** |
| (0.000) | (0.052) | (0.000) | (0.000) | ||
| (3,1) | 0.241*** | 0.016 | 0.111*** | 0.797*** | |
| (0.000) | (0.100) | (0.000) | (0.000) | ||
| (2,2) | 0.240*** | 0.014 | 0.075*** | 0.804*** | |
| (0.000) | (0.170) | (0.000) | (0.000) | ||
| (1,3) | 0.235*** | 0.012 | 0.028*** | 0.827*** | |
| (0.000) | (0.244) | (0.004) | (0.000) | ||
| (0,4) | 0.234*** | 0.01 | 0.117*** | 0.859*** | |
| (0.000) | (0.297) | (0.000) | (0.000) | ||
| Panel C. Average value of the correlation coefficient between True and other estimators | ||||||
|---|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | Real | |
| Coskewness | (2,1) | 0.982 | −0.096 | −0.013 | 0.217 | 0.286 |
| (1,2) | 0.985 | −0.086 | −0.018 | 0.189 | 0.241 | |
| (0,3) | 0.859 | −0.070 | −0.023 | 0.251 | 0.292 | |
| Cokurtosis | (3,1) | 0.948 | −0.033 | 0.181 | 0.224 | 0.221 |
| (2,2) | 0.955 | −0.027 | 0.118 | 0.244 | 0.202 | |
| (1,3) | 0.963 | −0.018 | 0.01 | 0.266 | 0.209 | |
| (0,4) | 0.952 | −0.010 | 0.044 | 0.267 | 0.250 | |
| Panel C. Average value of the correlation coefficient between | ||||||
|---|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | Real | |
| Coskewness | (2,1) | 0.982 | −0.096 | −0.013 | 0.217 | 0.286 |
| (1,2) | 0.985 | −0.086 | −0.018 | 0.189 | 0.241 | |
| (0,3) | 0.859 | −0.070 | −0.023 | 0.251 | 0.292 | |
| Cokurtosis | (3,1) | 0.948 | −0.033 | 0.181 | 0.224 | 0.221 |
| (2,2) | 0.955 | −0.027 | 0.118 | 0.244 | 0.202 | |
| (1,3) | 0.963 | −0.018 | 0.01 | 0.266 | 0.209 | |
| (0,4) | 0.952 | −0.010 | 0.044 | 0.267 | 0.250 | |
| Panel D. Average value of the correlation coefficient between Real and other estimators | |||||
|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | |
| Coskewness | (2,1) | 0.291 | −0.013 | 0.217 | 0.903 |
| (1,2) | 0.240 | −0.009 | 0.131 | 0.940 | |
| (0,3) | 0.262 | −0.019 | 0.021 | 0.956 | |
| Cokurtosis | (3,1) | 0.204 | 0.010 | 0.110 | 0.831 |
| (2,2) | 0.185 | 0.007 | 0.052 | 0.842 | |
| (1,3) | 0.192 | 0.007 | −0.007 | 0.827 | |
| (0,4) | 0.212 | 0.006 | 0.038 | 0.886 | |
| Panel D. Average value of the correlation coefficient between | |||||
|---|---|---|---|---|---|
| (kM,ki) | Imp | Hist | Conv-Real | Prac-Real | |
| Coskewness | (2,1) | 0.291 | −0.013 | 0.217 | 0.903 |
| (1,2) | 0.240 | −0.009 | 0.131 | 0.940 | |
| (0,3) | 0.262 | −0.019 | 0.021 | 0.956 | |
| Cokurtosis | (3,1) | 0.204 | 0.010 | 0.110 | 0.831 |
| (2,2) | 0.185 | 0.007 | 0.052 | 0.842 | |
| (1,3) | 0.192 | 0.007 | −0.007 | 0.827 | |
| (0,4) | 0.212 | 0.006 | 0.038 | 0.886 | |
Note(s): The table reports correlations among the estimators used in Table 2, with p-values reported in parentheses. Panel A reports the correlations between True and the other estimators, and Panel B reports the correlations between Real and the other ex post estimators. Panels C and D show the average values of 29 correlation coefficients that are estimated using simulated prices with 29 different values of the idiosyncratic variation parameter from Panel B of Table 1. In the first row of each panel, kM and ki represent the orders of the index and the stock, respectively. ***, **, and * denote significance at the 99%, 95%, and 90% levels, respectively
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