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. 2021 May 16;45:102137. doi: 10.1016/j.frl.2021.102137

Table 4.

The DCC-GARCH-SNP model and volatility spillovers.

Coeff. Bitcoin Ethereum Tether Bitcoin cash Bitcoin SV XRP Binance EOS Tezos Cardano Litecoin Stellar
Panel A: Conditional variance equation
ω1 0.001*** 0.001*** 0.001*** 0.001*** 0.001*** 0.006*** 0.001*** 0.001*** 0.001*** 0.001*** 0.001*** 0.001***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
α1 0.167*** 0.169*** 0.211*** 0.090*** 0.250*** 0.148*** 0.172*** 0.036*** 0.149*** 0.115*** 0.048*** 0.126***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
β1 0.765*** 0.739*** 0.829*** 0.860*** 0.723*** 0.590*** 0.810*** 0.891*** 0.779*** 0.848*** 0.880*** 0.831***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
θ1 -0.001*** -0.001*** -0.001*** 0.001*** -0.001*** -0.003*** 0.001 0.001*** -0.001* 0.001** 0.001*** 0.003***
(0.000) (0.005) (0.000) (0.000) (0.000) (0.000) (0.374) (0.009) (0.059) (0.043) (0.000) (0.000)
θ2 -0.002** -0.009*** 8.37e-06 -0.007*** -0.012*** -0.003*** 0.001 0.001 -0.002* -0.002*** -0.009*** -0.001*
(0.015) (0.000) (0.910) (0.000) (0.000) (0.000) (0.633) (0.802) (0.070) (0.000) (0.000) (0.064)
θ3 -0.004*** -0.006*** -0.001*** 0.003*** 0.015*** -0.030*** -6.51e-05 -0.002*** 0.006*** 5.50e-05 0.003*** 0.018***
(0.000) (0.002) (0.000) (0.000) (0.000) (0.000) (0.194) (0.000) (0.000) (0.931) (0.003) (0.000)
ω2 0.003*** 0.001** 0.001*** 0.002*** 0.007*** 0.001** 2.03e-04 0.002*** 0.009*** 1.72e-04 2.14e-04*** 0.002***
(0.000) (0.016) (0.001) (0.000) (0.000) (0.018) (0.670) (0.000) (0.000) (0.612) (0.006) (0.000)
α2 0.130*** 0.018*** 0.019*** 0.061*** 0.150*** 0.044*** 0.090*** 0.022*** 0.134*** 0.021*** 0.026*** 0.084***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.001) (0.000) (0.000)
β2 0.814*** 0.980*** 0.981*** 0.935*** 0.759*** 0.951*** 0.815*** 0.940*** 0.780*** 0.975*** 0.973*** 0.892***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
θ4 -0.046 -0.061 -7.947*** -0.380*** 0.571 0.001 1.906*** 0.350** 0.933*** 0.045 -0.084* 0.466***
(0.794) (0.100) (0.000) (0.000) (0.100) (0.995) (0.000) (0.011) (0.000) (0.451) (0.053) (0.003)
θ5 1.606 -0.031 -4.752 -0.287 -1.370** 3.127*** 1.035 -0.231** -1.661 0.452 -0.196 -1.307*
(0.504) (0.845) (0.166) (0.632) (0.010) (0.004) (0.121) (0.015) (0.216) (0.559) (0.150) (0.057)
θ6 0.196 0.025 -0.734 -0.353*** 0.250 -0.026 5.005*** -2.05e-04 0.143 0.036 0.005 0.051
(0.257) (0.106) (0.740) (0.000) (0.119) (0.543) (0.000) (0.997) (0.602) (0.329) (0.726) (0.496)
Panel B: Conditional correlation
a 0.271*** 0.171*** 0.084*** 0.268*** 0.206*** 0.174*** 0.403*** 0.186*** 0.065*** 0.174*** 0.103*** 0.009***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000) (0.000)
b 0.361*** 0.645*** 0.750*** 0.379*** 0.394*** 0.110 0.231*** 0.703*** 0.934*** -0.028 0.452*** 0.996***
(0.000) (0.000) (0.000) (0.000) (0.000) (0.120) (0.000) (0.000) (0.000) (0.213) (0.000) (0.000)
Panel C: Marginal skewness and kurtosis
s1 0.004 0.190 -0.054 -0.256 -1.307** -0.014 0.212 -0.060 -0.160 -0.046 -0.148 -0.103
(0.956) (0.297) (0.750) (0.113) (0.025) (0.876) (0.198) (0.728) (0.491) (0.764) (0.322) (0.336)
k1 2.927*** 5.423*** 4.371*** 3.883*** 11.269*** 3.079*** 5.499*** 5.097*** 6.883** 4.800*** 4.935*** 3.651***
(0.000) (0.001) (0.000) (0.000) (0.001) (0.000) (0.001) (0.001) (0.024) (0.000) (0.000) (0.000)
s2 0.450 0.018 0.357 0.321 -2.048 -0.025 0.027 0.145 0.107 0.426 0.371 0.390
(0.393) (0.942) (0.341) (0.309) (0.197) (0.955) (0.895) (0.595) (0.602) (0.214) (0.159) (0.147)
k2 13.378** 7.346** 9.465* 7.888* 19.136** 13.479** 5.114*** 6.441** 6.291*** 8.695*** 6.882*** 7.542***
(0.029) (0.016) (0.072) (0.059) (0.022) (0.017) (0.004) (0.018) (0.005) (0.001) (0.007) (0.000)
Log-L 2,919.1 2,123.2 1,581.2 1,868.4 -38,400.0 2,618.7 1,837.5 1,843.2 1,654.7 1,623.5 2,128.2 2,223.8
LB(12) 14.701 13.578 7.368 7.409 16.390 17.251 13.927 12.145 13.965 16.053 12.919 15.949
LB2(12) 3.245 8.914 0.106 6.552 16.338 17.187 11.090 6.715 3.753 6.711 4.832 7.957

Note: Coef. denotes model coefficient. p-value denotes p value of test statistic for significance check on coefficient. LB(12) and LB2(12) represent the Ljung-Box Q test statistic for standardised innovations and its squares up to the 12th order, respectively. e stands for scientific notation. ***, ** and * denote significance at the 1%, 5% and 10% levels, respectively. For brevity, only the twelve largest cryptocurrencies by market capitalisation are presented. Further results are available from the authors upon request.