Analyzing order flows in limit order books with ratios of Cox-type intensities

Abstract : We introduce a Cox-type model for relative intensities of orders flows in a limit order book. The model assumes that all intensities share a common baseline intensity, which may for example represent the global market activity. Parameters can be estimated by quasi likelihood maximization, without any interference from the baseline intensity. Consistency and asymptotic behavior of the estimators are given in several frameworks, and model selection is discussed with information criteria and penalization. The model is well-suited for high-frequency financial data: fitted models using easily interpretable covariates show an excellent agreement with empirical data. Extensive investigation on tick data consequently helps identifying trading signals and important factors determining the limit order book dynamics. Several illustrations are provided.
Complete list of metadatas

Cited literature [30 references]  Display  Hide  Download

https://hal-centralesupelec.archives-ouvertes.fr/hal-01799398
Contributor : Ioane Muni Toke <>
Submitted on : Thursday, May 24, 2018 - 4:38:38 PM
Last modification on : Monday, July 9, 2018 - 10:42:39 AM
Long-term archiving on : Saturday, August 25, 2018 - 2:33:02 PM

File

paper.pdf
Files produced by the author(s)

Identifiers

  • HAL Id : hal-01799398, version 1
  • ARXIV : 1805.06682

Citation

Ioane Muni Toke, Nakahiro Yoshida. Analyzing order flows in limit order books with ratios of Cox-type intensities. 2018. ⟨hal-01799398⟩

Share

Metrics

Record views

67

Files downloads

269