English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

Hawkes (1971) introduced a powerful multivariate point process model ofmutually exciting processes to explain causal structure in data. In this paperit is shown that the Granger causality structure of such processes is fullyencoded in the corresponding link functions of the model. A new nonparametricestimator of the link functions based on a time-discretized version of thepoint process is introduced by using an infinite order autoregression.Consistency of the new estimator is derived. The estimator is applied tosimulated data and to neural spike train data from the spinal dorsal horn of arat.

Graphical Modeling for Multivariate Hawkes Processes with Nonparametric Link Functions