IDEAS home Printed from https://ideas.repec.org/a/gam/jstats/v7y2024i3p47-792d1440758.html
   My bibliography  Save this article

Seismic Evaluation Based on Poisson Hidden Markov Models—The Case of Central and South America

Author

Listed:
  • Evangelia Georgakopoulou

    (School of Geology, Department of Geophysics, Geophysical Laboratory, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
    These authors contributed equally to this work.)

  • Theodoros M. Tsapanos

    (School of Geology, Department of Geophysics, Geophysical Laboratory, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
    These authors contributed equally to this work.)

  • Andreas Makrides

    (Department of Statistics and Actuarial-Financial Mathematics, Lab of Statistics and Data Analysis, University of the Aegean, 83200 Samos, Greece
    Department of Computer Science, University of Nicosia, Nicosia 2417, Cyprus
    These authors contributed equally to this work.)

  • Emmanuel Scordilis

    (School of Geology, Department of Geophysics, Geophysical Laboratory, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
    These authors contributed equally to this work.)

  • Alex Karagrigoriou

    (Department of Statistics and Insurance Science, University of Piraeus, 18534 Piraeus, Greece
    These authors contributed equally to this work.)

  • Alexandra Papadopoulou

    (Department of Mathematics, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece
    These authors contributed equally to this work.)

  • Vassilios Karastathis

    (National Observatory of Athens, Institute of Geodynamics, Lofos Nymfon, Thissio, 11851 Athens, Greece
    These authors contributed equally to this work.)

Abstract

A study of earthquake seismicity is undertaken over the areas of Central and South America, the tectonics of which are of great interest. The whole territory is divided into 10 seismic zones based on some seismotectonic characteristics, as in previously published studies. The earthquakes used in the present study are extracted from the catalogs of the International Seismological Center, cover the period of 1900–2021, and are restricted to shallow depths (≤60 km) and a magnitude M ≥ 4.5 . Fore- and aftershocks are removed according to Reasenberg’s technique. The paper confines itself to the evaluation of earthquake occurrence probabilities in the seismic zones covering parts of Central and South America, and we implement the hidden Markov model (HMM) and apply the EM algorithm.

Suggested Citation

  • Evangelia Georgakopoulou & Theodoros M. Tsapanos & Andreas Makrides & Emmanuel Scordilis & Alex Karagrigoriou & Alexandra Papadopoulou & Vassilios Karastathis, 2024. "Seismic Evaluation Based on Poisson Hidden Markov Models—The Case of Central and South America," Stats, MDPI, vol. 7(3), pages 1-16, July.
  • Handle: RePEc:gam:jstats:v:7:y:2024:i:3:p:47-792:d:1440758
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2571-905X/7/3/47/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2571-905X/7/3/47/
    Download Restriction: no
    ---><---

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jstats:v:7:y:2024:i:3:p:47-792:d:1440758. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.