Výsledky vyhledávání - "Hathurusinghe, Rajitha"

Dissertation/ Thesis

Building a Personally Identifiable Information Recognizer in a Privacy Preserved Manner Using Automated Annotation and Federated Learning

Autor: Hathurusinghe, Rajitha

This thesis explores the training of a deep neural network based named entity recognizer in an end-to-end privacy preserved setting where dataset creation and model training happen in an environment with minimal manual interventions. With the improve

Externí odkaz: http://hdl.handle.net/10393/41011

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A Privacy-Preserving Approach to Extraction of Personal Information through Automatic Annotation and Federated Learning

Autor: Hathurusinghe, Rajitha, Nejadgholi, Isar, Bolic, Miodrag

We curated WikiPII, an automatically labeled dataset composed of Wikipedia biography pages, annotated for personal information extraction. Although automatic annotation can lead to a high degree of label noise, it is an inexpensive process and can ge

Externí odkaz: http://arxiv.org/abs/2105.09198

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