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2019 | OriginalPaper | Chapter

The Use of Context-Dependent Modelling for the Construction of an Anti-fraud System in Transport

Authors : Yulia Shichkina, Alexander Koblov

Published in: Internet of Things, Smart Spaces, and Next Generation Networks and Systems

Publisher: Springer International Publishing

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Abstract

This article describes the results of applying a context-based approach to modelling when building a conditional system to counter fraud in transport. In this application, the exploration of the subject area into three contexts aimed at describing the characteristics of the driver’s behaviour, his basic habits and the search for global anomalies based on historical data is considered The relationship and influence of context states is described by the system of the expert tree described. The description of the approach describes the advantages of the context-based approach when modelling analytical systems. At the end of the article, the results of testing the conditional system on synthetic data obtained from the collection of telematics data on the location and linear acceleration using a mobile device are described. It is shown that the proposed approach allows the detection of fraudulent actions of a telematics service user in more than 98% of cases with 16% of false positives.

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previous chapter Multi-agent Approach to Computational Resource Allocation in Edge Computing
next chapter An Approach to the Analysis of the Vehicle Movement on the Organization Territory
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Metadata
Title
The Use of Context-Dependent Modelling for the Construction of an Anti-fraud System in Transport
Authors
Yulia Shichkina
Alexander Koblov
Copyright Year
2019
Book
Internet of Things, Smart Spaces, and Next Generation Networks and Systems

Print ISBN: 978-3-030-30858-2

Electronic ISBN: 978-3-030-30859-9

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-30859-9_13

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