How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)

Contemporary criminal phenomena, such as terrorism and its financing, are based on patterns only to a certain extent in terms of execution. In reality, perpetrators act unconventionally, changing the tactics of action but also the patterns of the terrorist cells themselves. Thus, it is increasingly...

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Main Author: Maciej Aleksander Kędzierski
Format: Article
Language:English
Published: Military University of Technology, Warsaw 2024-09-01
Series:Nowoczesne Systemy Zarządzania
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Online Access:https://nsz.wat.edu.pl/Jak-wykorzystac-modele-Markowa-na-potrzeby-przeciwdzialania-praniu-pieniedzy-oraz,200432,0,2.html
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author Maciej Aleksander Kędzierski
author_facet Maciej Aleksander Kędzierski
author_sort Maciej Aleksander Kędzierski
collection DOAJ
description Contemporary criminal phenomena, such as terrorism and its financing, are based on patterns only to a certain extent in terms of execution. In reality, perpetrators act unconventionally, changing the tactics of action but also the patterns of the terrorist cells themselves. Thus, it is increasingly difficult to conduct reconnaissance of this criminal activity, because knowledge about it is limited (hidden) and, in addition, there is a time delay in the cause-effect analysis. Thus, new solutions from the field of mathematics are reached for. One of them is the use of hidden Markov models, the properties of which allow building predictive models based on limited knowledge resources, characterization of elements and assessment of the probability of events. Their application is wide and concerns not only the recognition of physical acts of terrorism, but also their financing or money laundering.
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series Nowoczesne Systemy Zarządzania
spelling doaj-art-5af165a92afc4ef0ba9032f2e834aeac2025-08-20T03:18:24ZengMilitary University of Technology, WarsawNowoczesne Systemy Zarządzania1896-93802719-860X2024-09-011928711210.37055/nsz/200432200432How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)Maciej Aleksander Kędzierski0https://orcid.org/0000-0003-3074-1355Radca prawny, Okręgowa Izba Radców Prawnych, Warszawa, PolskaContemporary criminal phenomena, such as terrorism and its financing, are based on patterns only to a certain extent in terms of execution. In reality, perpetrators act unconventionally, changing the tactics of action but also the patterns of the terrorist cells themselves. Thus, it is increasingly difficult to conduct reconnaissance of this criminal activity, because knowledge about it is limited (hidden) and, in addition, there is a time delay in the cause-effect analysis. Thus, new solutions from the field of mathematics are reached for. One of them is the use of hidden Markov models, the properties of which allow building predictive models based on limited knowledge resources, characterization of elements and assessment of the probability of events. Their application is wide and concerns not only the recognition of physical acts of terrorism, but also their financing or money laundering.https://nsz.wat.edu.pl/Jak-wykorzystac-modele-Markowa-na-potrzeby-przeciwdzialania-praniu-pieniedzy-oraz,200432,0,2.htmlhidden markov models (hmm)money launderingfinancing terrorismhidden state (hidden model)anomaly recognition process
spellingShingle Maciej Aleksander Kędzierski
How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)
Nowoczesne Systemy Zarządzania
hidden markov models (hmm)
money laundering
financing terrorism
hidden state (hidden model)
anomaly recognition process
title How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)
title_full How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)
title_fullStr How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)
title_full_unstemmed How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)
title_short How to use Markov models for the purposes of counteracting money laundering and in the fight against terrorism? (Part 1)
title_sort how to use markov models for the purposes of counteracting money laundering and in the fight against terrorism part 1
topic hidden markov models (hmm)
money laundering
financing terrorism
hidden state (hidden model)
anomaly recognition process
url https://nsz.wat.edu.pl/Jak-wykorzystac-modele-Markowa-na-potrzeby-przeciwdzialania-praniu-pieniedzy-oraz,200432,0,2.html
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