Deep Learning based Frameworks for Handling Imbalance in DGA, Email, and URL Data Analysis

no code implementations • 31 Mar 2020 • Simran K, Prathiksha Balakrishna, Vinayakumar Ravi, Soman Kp

This is mainly due to the reason that cost-sensitive approach gives importance to the classes which have a very less number of samples during training and this helps to learn all the classes in a more efficient manner.

Deep Learning Approach for Intelligent Named Entity Recognition of Cyber Security

no code implementations • 31 Mar 2020 • Simran K, Sriram S, Vinayakumar R, Soman Kp

In recent years, the amount of Cyber Security data generated in the form of unstructured texts, for example, social media resources, blogs, articles, and so on has exceptionally increased.

named-entity-recognition Named Entity Recognition +1

Deep Learning Approach for Enhanced Cyber Threat Indicators in Twitter Stream

no code implementations • 31 Mar 2020 • Simran K, Prathiksha Balakrishna, Vinayakumar R, Soman Kp

In recent days, the amount of Cyber Security text data shared via social media resources mainly Twitter has increased.

BIG-bench Machine Learning