A BERT Based Approach to Measure Web Services Policies Compliance With GDPR

Data confidentiality is an issue of increasing importance. Several authorities and regulatory bodies are creating new laws that control how web services data is handled and shared. With the rapid increase of such regulations, web service providers face challenges in complying with these evolving reg...

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Autores principales:	Lavanya Elluri, Sai Sree Laya Chukkapalli, Karuna Pande Joshi, Tim Finin, Anupam Joshi
Formato:	article
Lenguaje:	EN
Publicado:	IEEE 2021
Materias:	Web service privacy policies deep learning context extraction BERT summarization knowledge discovery Electrical engineering. Electronics. Nuclear engineering TK1-9971
Acceso en línea:	https://doaj.org/article/2cf991d11c1c49d6bd7239f20a910a33
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spelling	oai:doaj.org-article:2cf991d11c1c49d6bd7239f20a910a332021-11-18T00:10:29ZA BERT Based Approach to Measure Web Services Policies Compliance With GDPR2169-353610.1109/ACCESS.2021.3123950https://doaj.org/article/2cf991d11c1c49d6bd7239f20a910a332021-01-01T00:00:00Zhttps://ieeexplore.ieee.org/document/9592800/https://doaj.org/toc/2169-3536Data confidentiality is an issue of increasing importance. Several authorities and regulatory bodies are creating new laws that control how web services data is handled and shared. With the rapid increase of such regulations, web service providers face challenges in complying with these evolving regulations across jurisdictions. Providers must update their service policies regularly to address the new regulations. The challenge is that regulatory documents are large text documents and require substantial human effort to comprehend and enforce. On the other hand, web service provider privacy policies are relatively short compared to the regulatory texts, so it is hard to determine if an organization’s policy document addresses the regulation’s essential elements. We have developed a framework to automatically compare web service policies with regulatory policies to measure how closely the web service provider complies with a regulation. In this paper, we present our framework’s details along with the results of analyzing a corpus of 3,000 privacy policies against GDPR. Our framework uses BiLSTM multi-class classification and a BERT extractive summarizer. We evaluate the framework’s efficacy by checking the context similarity score between summarized GDPR and web service provider privacy policies.Lavanya ElluriSai Sree Laya ChukkapalliKaruna Pande JoshiTim FininAnupam JoshiIEEEarticleWeb service privacy policiesdeep learningcontext extractionBERT summarizationknowledge discoveryElectrical engineering. Electronics. Nuclear engineeringTK1-9971ENIEEE Access, Vol 9, Pp 148004-148016 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Web service privacy policies deep learning context extraction BERT summarization knowledge discovery Electrical engineering. Electronics. Nuclear engineering TK1-9971
spellingShingle	Web service privacy policies deep learning context extraction BERT summarization knowledge discovery Electrical engineering. Electronics. Nuclear engineering TK1-9971 Lavanya Elluri Sai Sree Laya Chukkapalli Karuna Pande Joshi Tim Finin Anupam Joshi A BERT Based Approach to Measure Web Services Policies Compliance With GDPR
description	Data confidentiality is an issue of increasing importance. Several authorities and regulatory bodies are creating new laws that control how web services data is handled and shared. With the rapid increase of such regulations, web service providers face challenges in complying with these evolving regulations across jurisdictions. Providers must update their service policies regularly to address the new regulations. The challenge is that regulatory documents are large text documents and require substantial human effort to comprehend and enforce. On the other hand, web service provider privacy policies are relatively short compared to the regulatory texts, so it is hard to determine if an organization’s policy document addresses the regulation’s essential elements. We have developed a framework to automatically compare web service policies with regulatory policies to measure how closely the web service provider complies with a regulation. In this paper, we present our framework’s details along with the results of analyzing a corpus of 3,000 privacy policies against GDPR. Our framework uses BiLSTM multi-class classification and a BERT extractive summarizer. We evaluate the framework’s efficacy by checking the context similarity score between summarized GDPR and web service provider privacy policies.
format	article
author	Lavanya Elluri Sai Sree Laya Chukkapalli Karuna Pande Joshi Tim Finin Anupam Joshi
author_facet	Lavanya Elluri Sai Sree Laya Chukkapalli Karuna Pande Joshi Tim Finin Anupam Joshi
author_sort	Lavanya Elluri
title	A BERT Based Approach to Measure Web Services Policies Compliance With GDPR
title_short	A BERT Based Approach to Measure Web Services Policies Compliance With GDPR
title_full	A BERT Based Approach to Measure Web Services Policies Compliance With GDPR
title_fullStr	A BERT Based Approach to Measure Web Services Policies Compliance With GDPR
title_full_unstemmed	A BERT Based Approach to Measure Web Services Policies Compliance With GDPR
title_sort	bert based approach to measure web services policies compliance with gdpr
publisher	IEEE
publishDate	2021
url	https://doaj.org/article/2cf991d11c1c49d6bd7239f20a910a33
work_keys_str_mv	AT lavanyaelluri abertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT saisreelayachukkapalli abertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT karunapandejoshi abertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT timfinin abertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT anupamjoshi abertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT lavanyaelluri bertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT saisreelayachukkapalli bertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT karunapandejoshi bertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT timfinin bertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr AT anupamjoshi bertbasedapproachtomeasurewebservicespoliciescompliancewithgdpr
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A BERT Based Approach to Measure Web Services Policies Compliance With GDPR

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