Research Interest :

• Machine Learning Algorithms :
  • Kernel Machines, Incremental & Decremental Kernel Learning, Multiple Kernel Learning, Multi Class Multiple Kernel Learning
  • String Kernels
  • Supervised Learning
  • Semi-Supervised Learning
• Graph Based Supervised and Semi-Supervised Learning Algorithms
  • Gaussian Random Field Model,
  • Low Density Seperation,
  • Probabilistic Semi-Supervised Clustering,
  • TSVM (Transductive Support Vector Machines)
• Bioinformatics
  • Protein Function Prediction, SecondaryStructurePrediction, Genetic&Evolutionary Programming,
  • Computer Aided Drug Design
• Social Networks & Graph Based Clustering
• Data Mining & Data Warehouse
• Databases
  • Spatio Temporal Indexing
  • Sequential Pattern Search
• Information Security, Cyber Warfare, Cyber Security