Evaluation Metrics and Method for Planned Regulatory Inspection Targeting

Access to data and data processing, including the use of machine learning techniques, has become significantly easier and cheaper in recent years. Nevertheless, the same criticisms made to the process of regulatory inspection targeting until the early 2010s remain to this day. This article discusses...

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Published in:IEEE Access
Main Authors: Celso H. H. Ribas, Jose C. M. Bermudez
Format: Article
Language:English
Published: IEEE 2024-01-01
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10418229/
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author Celso H. H. Ribas
Jose C. M. Bermudez
author_facet Celso H. H. Ribas
Jose C. M. Bermudez
author_sort Celso H. H. Ribas
collection DOAJ
container_title IEEE Access
description Access to data and data processing, including the use of machine learning techniques, has become significantly easier and cheaper in recent years. Nevertheless, the same criticisms made to the process of regulatory inspection targeting until the early 2010s remain to this day. This article discusses important aspects concerning regulatory inspection targeting. Inspired by the Service Quality Theory and by the Central Flow Theory, this work proposes a novel parameter for ranking the performances of inspectable entities and shows how to calculate it using a graph signal processing framework. The new approach leads to the proposition of novel evaluation metrics and to a risk-based method for planned regulatory inspection targeting. Statistical simulations illustrate the application of the proposed method to the telecommunications domain. The obtained results evidence a superior performance of the proposed method when compared to other methods, and its potential to be widely adopted by regulators across policy domains and national contexts.
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spelling doaj-art-ff83df4153894deab3558762d5ab85d42025-08-20T00:46:54ZengIEEEIEEE Access2169-35362024-01-0112199111992310.1109/ACCESS.2024.336139510418229Evaluation Metrics and Method for Planned Regulatory Inspection TargetingCelso H. H. Ribas0https://orcid.org/0000-0002-3074-1470Jose C. M. Bermudez1https://orcid.org/0000-0002-6712-939XNational Telecommunications Agency, Manaus, BrazilDepartment of Electrical Engineering, Federal University of Santa Catarina, Florianópolis, BrazilAccess to data and data processing, including the use of machine learning techniques, has become significantly easier and cheaper in recent years. Nevertheless, the same criticisms made to the process of regulatory inspection targeting until the early 2010s remain to this day. This article discusses important aspects concerning regulatory inspection targeting. Inspired by the Service Quality Theory and by the Central Flow Theory, this work proposes a novel parameter for ranking the performances of inspectable entities and shows how to calculate it using a graph signal processing framework. The new approach leads to the proposition of novel evaluation metrics and to a risk-based method for planned regulatory inspection targeting. Statistical simulations illustrate the application of the proposed method to the telecommunications domain. The obtained results evidence a superior performance of the proposed method when compared to other methods, and its potential to be widely adopted by regulators across policy domains and national contexts.https://ieeexplore.ieee.org/document/10418229/Applied signal processingconsumer policygraph signal processinginspection planninginspection targetingregulatory inspection
spellingShingle Celso H. H. Ribas
Jose C. M. Bermudez
Evaluation Metrics and Method for Planned Regulatory Inspection Targeting
Applied signal processing
consumer policy
graph signal processing
inspection planning
inspection targeting
regulatory inspection
title Evaluation Metrics and Method for Planned Regulatory Inspection Targeting
title_full Evaluation Metrics and Method for Planned Regulatory Inspection Targeting
title_fullStr Evaluation Metrics and Method for Planned Regulatory Inspection Targeting
title_full_unstemmed Evaluation Metrics and Method for Planned Regulatory Inspection Targeting
title_short Evaluation Metrics and Method for Planned Regulatory Inspection Targeting
title_sort evaluation metrics and method for planned regulatory inspection targeting
topic Applied signal processing
consumer policy
graph signal processing
inspection planning
inspection targeting
regulatory inspection
url https://ieeexplore.ieee.org/document/10418229/
work_keys_str_mv AT celsohhribas evaluationmetricsandmethodforplannedregulatoryinspectiontargeting
AT josecmbermudez evaluationmetricsandmethodforplannedregulatoryinspectiontargeting