Alex Smola

Publications by Year

Research Areas

Neural Networks and Applications, Face and Expression Recognition, Gaussian Processes and Bayesian Inference, Machine Learning and Algorithms, Machine Learning and Data Classification

Most-Cited Works

• → A tutorial on support vector regression(2004)12,695 cited
• → Estimating the Support of a High-Dimensional Distribution(2001)5,818 cited
• → Hierarchical Attention Networks for Document Classification(2016)4,761 cited
• Support Vector Regression Machines(1996)
• → New Support Vector Algorithms(2000)2,793 cited
• Support Vector Method for Function Approximation, Regression Estimation and Signal Processing(1996)
• → Stacked Attention Networks for Image Question Answering(2016)2,062 cited
• Support Vector Method for Novelty Detection(1999)
• → kernlab- AnS4Package for Kernel Methods inR(2004)1,820 cited
• → Integrating structured biological data by Kernel Maximum Mean Discrepancy(2006)1,683 cited