Bernhard Schölkopf

Publications by Year

Research Areas

Neural Networks and Applications, Bayesian Modeling and Causal Inference, Face and Expression Recognition, Machine Learning and Algorithms, Machine Learning and Data Classification

Most-Cited Works

• → A tutorial on support vector regression(2004)12,695 cited
• → Learning with Kernels(2001)9,480 cited
• → Nonlinear Component Analysis as a Kernel Eigenvalue Problem(1998)8,015 cited
• → Support vector machines(1998)6,761 cited
• → Estimating the Support of a High-Dimensional Distribution(2001)5,818 cited
• → Advances in kernel methods: support vector learning(1999)5,815 cited
• Learning with Local and Global Consistency(2003)
• → An introduction to kernel-based learning algorithms(2001)3,478 cited
• → New Support Vector Algorithms(2000)2,793 cited
• → Fisher discriminant analysis with kernels(2003)2,664 cited