about
Nonlinear Component Analysis as a Kernel Eigenvalue ProblemIntegrating structured biological data by Kernel Maximum Mean Discrepancy.Variance Reduction in Stochastic Gradient Langevin Dynamics.Feature Hashing for Large Scale Multitask LearningDeep SetsKernelized sorting.Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum OptimizationExperimentally optimal nu in support vector regression for different noise models and parameter settings.Gene selection via the BAHSIC family of algorithms.Protein function prediction via graph kernels.Laplace PropagationLearning graph matching.The connection between regularization operators and support vector kernels.Kernels and Regularization on Graphskernlab- AnS4Package for Kernel Methods inRBayesian Kernel MethodsKernel PCA Pattern Reconstruction via Approximate Pre-ImagesFast and Guaranteed Tensor Decomposition via SketchingSimpler knowledge-based support vector machinesTransductive Gaussian Process Regression with Automatic Model SelectionCoBaFi: collaborative bayesian filteringA Generalized Representer TheoremDiscriminative frequent subgraph mining with optimality guaranteesNear-optimal supervised feature selection among frequent subgraphsCovariate Shift by Kernel Mean MatchingA dependence maximization view of clusteringSupervised feature selection via dependence estimationKernel extrapolationA tutorial on support vector regressionOn Variance Reduction in Stochastic Gradient Descent and its Asynchronous VariantsCommunication Efficient Distributed Machine Learning with the Parameter ServerSpectral Methods for Indian Buffet Process InferenceVariance Reduction for Stochastic Gradient OptimizationLearning Networks of Heterogeneous InfluenceFastEx: Hash Clustering with Exponential FamiliesOptimal Web-Scale Tiering as a Flow ProblemWord Features for Latent Dirichlet AllocationMultitask Learning without Label CorrespondencesParallelized Stochastic Gradient DescentDistribution Matching for Transduction
P50
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P50
description
machine learning scientist
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name
Alex Smola
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Alex Smola
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Alexander J. Smola
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Alexander J. Smola
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Alexander J. Smola
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Alex Smola
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Alex Smola
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Alexander J. Smola
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Alexander J. Smola
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Alex Smola
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Alexander J Smola
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Alexander J Smola
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Alexander J Smola
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Alex Smola
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Alex Smola
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Alexander J. Smola
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Alexander J. Smola
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Alexander J. Smola
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