A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain

Workplace accident rates are always a constant source of concern in different scenarios. On the other hand, different economic cycles modify employment indicators, thereby affecting both the health and the wellbeing of workers. In this study, a Hybrid Neural System is proposed to support the analysi...

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Main Authors: Sonia Contreras, Miguel Manzanedo, Álvaro Herrero
Format: Article
Language:English
Published: Graz University of Technology 2019-06-01
Series:Journal of Universal Computer Science
Subjects:
Online Access:https://lib.jucs.org/article/22618/download/pdf/
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author Sonia Contreras
Miguel Manzanedo
Álvaro Herrero
author_facet Sonia Contreras
Miguel Manzanedo
Álvaro Herrero
author_sort Sonia Contreras
collection DOAJ
description Workplace accident rates are always a constant source of concern in different scenarios. On the other hand, different economic cycles modify employment indicators, thereby affecting both the health and the wellbeing of workers. In this study, a Hybrid Neural System is proposed to support the analysis of both workplace accidents and different macroeconomic variables. The application of exploratory projection and nonlinear autoregressive models allow us to recognize patterns and subsequently study the interplay between the two fields, providing valuable information, so that directors can take more informed management decisions.
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spelling doaj.art-a5db4e9dc8fc41a8a5537eafcabd659e2022-12-21T21:59:57ZengGraz University of TechnologyJournal of Universal Computer Science0948-69682019-06-0125666768210.3217/jucs-025-06-066722618A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in SpainSonia Contreras0Miguel Manzanedo1Álvaro Herrero2Universidad de BurgosUniversidad de BurgosUniversidad de BurgosWorkplace accident rates are always a constant source of concern in different scenarios. On the other hand, different economic cycles modify employment indicators, thereby affecting both the health and the wellbeing of workers. In this study, a Hybrid Neural System is proposed to support the analysis of both workplace accidents and different macroeconomic variables. The application of exploratory projection and nonlinear autoregressive models allow us to recognize patterns and subsequently study the interplay between the two fields, providing valuable information, so that directors can take more informed management decisions.https://lib.jucs.org/article/22618/download/pdf/artificial neural networksexploratory projection
spellingShingle Sonia Contreras
Miguel Manzanedo
Álvaro Herrero
A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain
Journal of Universal Computer Science
artificial neural networks
exploratory projection
title A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain
title_full A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain
title_fullStr A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain
title_full_unstemmed A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain
title_short A Hybrid Neural System to Study the Interplay between Economic Crisis and Workplace Accidents in Spain
title_sort hybrid neural system to study the interplay between economic crisis and workplace accidents in spain
topic artificial neural networks
exploratory projection
url https://lib.jucs.org/article/22618/download/pdf/
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