Private Data Classification Using Deep Learning

6 Pages Posted: 7 Apr 2020

See all articles by Darshan Patil

Darshan Patil

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology

Reena Lokare

University of Mumbai - K. J. Somaiya Institute of Engineering and Information Technology (KJSIEIT)

Sunita Patil

University of Mumbai - K. J. Somaiya Institute of Engineering and Information Technology (KJSIEIT)

Date Written: April 8, 2020

Abstract

As society is becoming increasingly digital in its interactions, the issue of data privacy is becoming more and more severe and of public concern too. Data or information can be personal, non personal or sensitive personal information of an individual. The organizations that are collecting and storing such data have the responsibility of ensuring protection to this data. They must separate the personal data and protect it which is a time consuming process. The literature reviewed for this explores a number of machine learning techniques used to classify the information into three classes, namely, non-personal, personal and sensitive personal information. This paper express that a machine learning model trained using a larger and diverse set of documents can yield a most accurate result.

Keywords: Classification, Machine Learning, Deep learning, Support vector Machine, Random Forest, ANN, CNN

Suggested Citation

Patil, Darshan and Lokare, Reena and Patil, Sunita, Private Data Classification Using Deep Learning (April 8, 2020). Proceedings of the 3rd International Conference on Advances in Science & Technology (ICAST) 2020, Available at SSRN: https://ssrn.com/abstract=3568717 or http://dx.doi.org/10.2139/ssrn.3568717

Darshan Patil (Contact Author)

University of Mumbai, K. J. Somaiya Institute of Engineering and Information Technology ( email )

Mumbai
India

Reena Lokare

University of Mumbai - K. J. Somaiya Institute of Engineering and Information Technology (KJSIEIT) ( email )

Somaiya Ayurvihar Complex
Eastern Express Highway
Mumbai, MA Maharashtra 400022
India

Sunita Patil

University of Mumbai - K. J. Somaiya Institute of Engineering and Information Technology (KJSIEIT) ( email )

Somaiya Ayurvihar Complex
Eastern Express Highway
Mumbai, MA Maharashtra 400022
India

Do you have a job opening that you would like to promote on SSRN?

Paper statistics

Downloads
223
Abstract Views
1,081
Rank
342,220
PlumX Metrics