R. Vinayakumar

Best Publications

• Deep Learning Approach for Intelligent Intrusion Detection System

  R. Vinayakumar;Mamoun Alazab;K. P. Soman;Prabaharan Poornachandran

  1632
  Citations

• Stock price prediction using LSTM, RNN and CNN-sliding window model

  Sreelekshmy Selvin;R Vinayakumar;E. A Gopalakrishnan;Vijay Krishna Menon

  1016
  Citations

• Applying convolutional neural network for network intrusion detection

  R Vinayakumar;K P Soman;Prabaharan Poornachandran

  545
  Citations

• Robust Intelligent Malware Detection Using Deep Learning

  R. Vinayakumar;Mamoun Alazab;K. P. Soman;Prabaharan Poornachandran

  520
  Citations

• Diabetes detection using deep learning algorithms

  G Swapna;R Vinayakumar;K P Soman

  314
  Citations

• A Visualized Botnet Detection System Based Deep Learning for the Internet of Things Networks of Smart Cities

  R. Vinayakumar;Mamoun Alazab;Sriram Srinivasan;Quoc-Viet Pham

  297
  Citations

• DeepAirNet: Applying Recurrent Networks for Air Quality Prediction

  Unknown

  279
  Citations

• Automated detection of diabetes using CNN and CNN-LSTM network and heart rate signals

  Unknown

  241
  Citations

• A hybrid deep learning image-based analysis for effective malware detection

  Sitalakshmi Venkatraman;Mamoun Alazab;R. Vinayakumar

  228
  Citations

• Applying deep learning approaches for network traffic prediction

  R Vinayakumar;K. P. Soman;Prabaharan Poornachandran

  195
  Citations

• Evaluating Shallow and Deep Neural Networks for Network Intrusion Detection Systems in Cyber Security

  Vigneswaran K Rahul;R Vinayakumar;KP Soman;Prabaharan Poornachandran

  172
  Citations

• Detecting Android malware using Long Short-term Memory (LSTM)

  R. Vinayakumar;K.P. Soman;Prabaharan Poornachandran;S. Sachin Kumar

  167
  Citations

• Network Flow based IoT Botnet Attack Detection using Deep Learning

  Sriram S;Vinayakumar R;Mamoun Alazab;Soman Kp

  155
  Citations

• Detecting malicious domain names using deep learning approaches at scale

  R. Vinayakumar;K.P. Soman;Prabaharan Poornachandran

  123
  Citations

• Evaluating shallow and deep networks for ransomware detection and classification

  R. Vinayakumar;K P Soman;K. K. Senthil Velan;Shaunak Ganorkar

  115
  Citations

• Evaluating deep learning approaches to characterize and classify malicious URL’s

  R. Vinayakumar;K.P. Soman;Prabaharan Poornachandran

  112
  Citations

• Deep Learning Models for the Prediction of Rainfall

  Unknown

  103
  Citations

• Long short-term memory based operation log anomaly detection

  R. Vinayakumar;K. P. Soman;Prabaharan Poornachandran

  101
  Citations

• Deep power: Deep learning architectures for power quality disturbances classification

  Neethu Mohan;K. P. Soman;R. Vinayakumar

  99
  Citations

• Deep android malware detection and classification

  R. Vinayakumar;K. P. Soman;Prabaharan Poornachandran

  98
  Citations