Personal Information Privacy: What's Next? - Université Paris Cité Accéder directement au contenu
Communication Dans Un Congrès Année : 2019

Personal Information Privacy: What's Next?

Khodor Hammoud
Rafiqul Haque
  • Fonction : Directeur scientifique
Yehia Taher
  • Fonction : Directeur scientifique
  • PersonId : 1111092

Résumé

In recent events, user-privacy has been a main focus for all technological and data-holding companies, due to the global interest in protecting personal information. Regulations like the General Data Protection Regulation (GDPR) set firm laws and penalties around the handling and misuse of user data. These privacy rules apply regardless of the data structure, whether it being structured or unstructured. In this work, we perform a summary of the available algorithms for providing privacy in structured data, and analyze the popular tools that handle privacy in textual data; namely medical data. We found that although these tools provide adequate results in terms of de-identifying medical records by removing personal identifyers (HIPAA PHI), they fall short in terms of being generalizable to satisfy nonmedical fields. In addition, the metrics used to measure the performance of these privacy algorithms don't take into account the differences in significance that every identifier has. Finally, we propose the concept of a domain-independent adaptable system that learns the significance of terms in a given text, in terms of person identifiability and text utility, and is then able to provide metrics to help find a balance between user privacy and data usability.
Fichier principal
Vignette du fichier
paper5.pdf (891.54 Ko) Télécharger le fichier
Origine : Fichiers éditeurs autorisés sur une archive ouverte

Dates et versions

hal-04009443 , version 1 (03-04-2023)

Licence

Paternité

Identifiants

  • HAL Id : hal-04009443 , version 1

Citer

Khodor Hammoud, Salima Benbernou, Mourad Ouziri, Yücel Saygin, Rafiqul Haque, et al.. Personal Information Privacy: What's Next?. BDCSIntell 2019, Dec 2019, Versailles (FR), France. ⟨hal-04009443⟩
19 Consultations
13 Téléchargements

Partager

Gmail Facebook X LinkedIn More