Robust open-set classification for encrypted traffic fingerprinting

1 code implementation • Elsevier Computer Networks Journal 2023 • Thilini Dahanayaka, Yasod Ginige, Yi Huang, Guillaume Jourjon, Suranga Seneviratne

First, we show that a well-regularized deep learning model improves the open-set classification and then we propose a novel open-set classification method with three variants that perform consistently over multiple datasets.

Classification open-set classification +1

A Multi-modal Neural Embeddings Approach for Detecting Mobile Counterfeit Apps: A Case Study on Google Play Store

no code implementations • 2 Jun 2020 • Naveen Karunanayake, Jathushan Rajasegaran, Ashanie Gunathillake, Suranga Seneviratne, Guillaume Jourjon

We show that a novel approach of combining content embeddings and style embeddings outperforms the baseline methods for image similarity such as SIFT, SURF, and various image hashing methods.

A Neural Embeddings Approach for Detecting Mobile Counterfeit Apps

no code implementations • 26 Apr 2018 • Jathushan Rajasegaran, Suranga Seneviratne, Guillaume Jourjon

We show that further performance increases can be achieved by combining style embeddings with content embeddings.

Paying for Likes? Understanding Facebook Like Fraud Using Honeypots

no code implementations • 7 Sep 2014 • Emiliano De Cristofaro, Arik Friedman, Guillaume Jourjon, Mohamed Ali Kaafar, M. Zubair Shafiq

Facebook pages offer an easy way to reach out to a very large audience as they can easily be promoted using Facebook's advertising platform.

Social and Information Networks Cryptography and Security Physics and Society