S. V. N. Vishwanathan

Publications by Year

Research Areas

Machine Learning and Algorithms, Stochastic Gradient Optimization Techniques, Sparse and Compressive Sensing Techniques, Topic Modeling, Neural Networks and Applications

Most-Cited Works

• → Protein function prediction via graph kernels(2005)1,105 cited
• → Deep Graph Kernels(2015)1,039 cited
• Efficient Graphlet Kernels for Large Graph Comparison(2009)
• Graph Kernels(2010)
• → Fast Kernels for String and Tree Matching(2004)294 cited
• → Accelerated training of conditional random fields with stochastic gradient methods(2006)284 cited
• → Distributed Autonomous Online Learning: Regrets and Intrinsic Privacy-Preserving Properties(2013)266 cited
• Kernel methods for missing variables(2005)
• → A scalable modular convex solver for regularized risk minimization(2007)178 cited
• Multiple Kernel Learning and the SMO Algorithm(2010)