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Table 6 Herding behavior—GARCH

From: Speculative bubbles and herding in cryptocurrencies

Cross-sectional absolute deviation with GARCH

 

BTC

ETH

XRP

ADA

DOGE

LTC

LINK

VET

XLM

THETA

TRX

ALL

Constant

0.013a (0.000)

0.015a (0.000)

0.012a (0.000)

0.013a (0.000)

0.016a (0.000)

0.012a (0.000)

0.016a (0.000)

0.012a (0.000)

0.012a (0.000)

0.015a (0.000)

0.012a (0.000)

0.012a (0.000)

\(\left| {R_{m,t} } \right|\)

0.561a (0.000)

0.427a (0.000)

0.633a (0.000)

0.565a (0.000)

0.129a (0.005)

0.643a (0.000)

0.418a (0.000)

0.650a (0.000)

0.661a (0.000)

0.438a (0.000)

0.648a (0.000)

0.637a (0.000)

\(R_{m,t}^{2}\)

−2.505a (0.000)

−0.983a (0.000)

−3.202a (0.000)

−2.442a (0.000)

−0.148 (0.625)

−3.332a (0.000)

−0.823a (0.000)

−3.354a (0.000)

−3.472a (0.000)

−1.014a (0.000)

−3.375a (0.000)

−3.333a (0.000)

\(R_{m,t}^{2} * Bubble_{t}\)

1.355a (0.000)

0.572c (0.063)

1.784a (0.000)

1.104a (0.000)

8.256a (0.000)

1.799a (0.000)

−1.664 (0.658)

1.894a (0.003)

1.991 (0.760)

0.475 (0.564)

1.924b (0.039)

1.904a (0.000)

ARCH (1,1)

2.244a (0.000)

2.309a (0.000)

2.241a (0.000)

2.206a (0.000)

0.113a (0.000)

2.205a (0.000)

2.250a (0.000)

2.156a (0.000)

2.185a (0.000)

2.197a (0.000)

2.212a (0.000)

2.240a (0.000)

GARCH (1,1)

0.015 (0.505)

0.016 (0.465)

0.047c (0.076)

0.025 (0.340)

0.941a (0.000)

0.017 (0.513)

0.013 (0.511)

0.019 (0.486)

0.024 (0.406)

0.015 (0.494)

0.023 (0.437)

0.014 (0.573)

Wald

366.29a (0.000)

448.39a (0.000)

323.4a (0.000)

343.9a (0.000)

604.6a (0.000)

323.9a (0.000)

485.7a (0.000)

299.6a (0.000)

298.5a (0.000)

435.5a (0.000)

309.8a (0.000)

329.6a (0.000)

  1. Rm,t is the return of the CCI-30 Index, and Bubble is a dummy that is equal to 1 during the bubble period and 0 otherwise
  2. P-values are provided in parentheses
  3. a, b, and c represent the significance at the 1, 5, and 10 percent levels, respectively