Share your thoughts, 1 month free Claude Pro on usSee more
WorkDL logo mark

Hawkes Processes

About

Hawkes processes are a particularly interesting class of stochastic process that have been applied in diverse areas, from earthquake modelling to financial analysis. They are point processes whose defining characteristic is that they 'self-excite', meaning that each arrival increases the rate of future arrivals for some period of time. Hawkes processes are well established, particularly within the financial literature, yet many of the treatments are inaccessible to one not acquainted with the topic. This survey provides background, introduces the field and historical developments, and touches upon all major aspects of Hawkes processes.

Patrick J. Laub, Thomas Taimre, Philip K. Pollett• 2015

Related benchmarks

TaskDatasetResultRank
Trajectory GenerationFS-TKY (Foursquare) 2014 2016 (test)
Distance Error0.157
9
Trajectory GenerationFS-NYC (Foursquare) 2014/2016 (test)
Distance0.19
9
Trajectory GenerationFS-ATX Foursquare 2014/2016 (test)
Distance0.517
9
Trajectory GenerationGW-STO (Gowalla) 2011 (test)
Distance0.621
9
Showing 4 of 4 rows

Other info

Follow for update