The paper addresses the issue of testing separability of spatio-temporal locations and functional marks in spatio-temporal functional marked point processes (STFMPPs), where spatio-temporal events are associated with marks evolving along a lifetime domain. Separability assumptions are generally adopted to simplify inference, while tools to assess their validity in the presence of functional marks are lacking. We propose a separability test based on a finite-dimensional score representation of functional marks. Simulation studies and an application to seismic data show that the test effectively detects departures from separability.

Lo Galbo, G. (2026). Testing Separability in Spatio-Temporal Functional Marked Point Processes. In F. Martella, S. Arima, M.F. Marino, C. Mollica (a cura di), Statistical Science: From Theory to Applied Research (pp. 551-557). Springer, Cham [10.1007/978-3-032-30881-8_89].

Testing Separability in Spatio-Temporal Functional Marked Point Processes

Lo Galbo, Giada
Primo
2026-07-17

Abstract

The paper addresses the issue of testing separability of spatio-temporal locations and functional marks in spatio-temporal functional marked point processes (STFMPPs), where spatio-temporal events are associated with marks evolving along a lifetime domain. Separability assumptions are generally adopted to simplify inference, while tools to assess their validity in the presence of functional marks are lacking. We propose a separability test based on a finite-dimensional score representation of functional marks. Simulation studies and an application to seismic data show that the test effectively detects departures from separability.
17-lug-2026
Settore STAT-01/A - Statistica
Lo Galbo, G. (2026). Testing Separability in Spatio-Temporal Functional Marked Point Processes. In F. Martella, S. Arima, M.F. Marino, C. Mollica (a cura di), Statistical Science: From Theory to Applied Research (pp. 551-557). Springer, Cham [10.1007/978-3-032-30881-8_89].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10447/711976
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