We propose various specification tests for Hawkes models based on the Lagrange Multiplier (LM) principle. Hawkes models can be used to model the occurrence of extreme events in financial markets. Our specific testing focus is on extending a univariate model to a multivariate model, that is, we examine whether there is a conditional dependence between extreme events in markets. Simulations show that the test has good size and power, in particular for sample sizes that are typically encountered in practice. Applying the specification test for dependence to U.S. stocks, bonds, and exchange rate data, we find strong evidence for cross-excitation within segments as well as between segments, which cannot simply be explained by volatility spillovers. Therefore, we recommend that univariate Hawkes models be extended to account for the cross-triggering phenomenon. (JEL: C12, C22, C32, C52)
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Scuola Normale Super Pisa, I-56126 Pisa, Italy
QUANTLab, I-56122 Pisa, ItalyScuola Normale Super Pisa, I-56126 Pisa, Italy
Bormetti, Giacomo
Calcagnile, Lucio Maria
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Scuola Normale Super Pisa, I-56126 Pisa, Italy
QUANTLab, I-56122 Pisa, ItalyScuola Normale Super Pisa, I-56126 Pisa, Italy
Calcagnile, Lucio Maria
Treccani, Michele
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QUANTLab, I-56122 Pisa, Italy
LIST SpA, I-56122 Pisa, ItalyScuola Normale Super Pisa, I-56126 Pisa, Italy
Treccani, Michele
Corsi, Fulvio
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Scuola Normale Super Pisa, I-56126 Pisa, ItalyScuola Normale Super Pisa, I-56126 Pisa, Italy
Corsi, Fulvio
Marmi, Stefano
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Scuola Normale Super Pisa, I-56126 Pisa, Italy
QUANTLab, I-56122 Pisa, Italy
CNRS, UMI 3483, Lab Fibonacci, I-56126 Pisa, ItalyScuola Normale Super Pisa, I-56126 Pisa, Italy
Marmi, Stefano
Lillo, Fabrizio
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Scuola Normale Super Pisa, I-56126 Pisa, Italy
QUANTLab, I-56122 Pisa, Italy
Univ Palermo, Dipartimento Chim & Fis, I-90128 Palermo, Italy
Santa Fe Inst, Santa Fe, NM 87501 USAScuola Normale Super Pisa, I-56126 Pisa, Italy