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The maximum mean discrepancy (MMD) is a recently proposed test statistic for two-sample test.
A distribution free version of the Smirnov two sample test in the p p -variate case
Bickel, P. (1969) · 1969
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Multivariate generalizations of the Wald-Wolfowitz and Smirnov two-sample tests
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Bipartite graph matching for points on a line or a circle
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On the bootstrap of U U and V V statistics
Arcones, M. A. and Giné, E. (1992) · 1992
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Statistical analysis of circular data
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Bayesian learning for neural networks
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Sparse greedy matrix approximation for machine learning
Smola, A. J. and Schölkopf, B. (2000) · 2000
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Using the Nyström method to speed up kernel machines
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On the mathematical foundations of learning
Cucker, F. and Smale, S. (2001) · 2001
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Fine, S. and K.Scheinberg. (2001) · 2001
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Classes of kernels for machine learning: A statistics perspective
Genton, M. G. (2001) · 2001
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Permutation tests for equality of distributions in high-dimensional settings
Hall, P. and Tajvidi, N. (2002) · 2002
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Asymptotic behaviors of support vector machines with Gaussian kernel
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Biau, G. and Gyofi, L. (2005) · 2005
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Random projection, margins, kernels, and feature-selection
Blum, A. (2006) · 2006
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Kernel choice and classifiability for RKHS embeddings of probability distributions
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Hilbert space embeddings and metrics on probability measures
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Universality, characteristic kernels and RKHS embedding of measures
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A kernel two-sample test
Gretton, A., Borgwardt, K. M., Rasch, M. J., Schölkopf, B., and Smola, A. (2012) · 2012
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Optimal kernel choice for large-scale two-sample tests
Gretton, A., Sriperumbudur, B., Sejdinovic, D., Strathmann, H., Balakrishnan, S., Pontil, M., and Fukumizu, K. (2012) · 2012
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Fastfood - Approximating kernel expansions in loglinear time
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Random features for large-scale kernel machines
Rahimi, A. and Recht, B. (2007) · 2007
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Weighted sums of random kitchen sinks: Replacing minimization with randomization in learning
Rahimi, A. and Recht, B. (2008) · 2008
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A Hilbert space embedding for distributions
Smola, A., Gretton, A., Song, L., and Schölkopf, B. (2008) · 2008
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A fast, consistent kernel two-sample test
Gretton, A., Fukumizu, K., Harchaoui, Z., and Sriperumbudur, B. K. (2009) · 2009
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Le, Q. V., Sarlós, T., and Smola, A. J. (2013) · 2013
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Equivalence of distance-based and RKHS-based statistics in hypothesis testing
Sejdinovic, D., Sriperumbudur, B., Gretton, A., and Fukumizu, K. (2013) · 2013
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A wild bootstrap for degenerate kernel tests
Chwialkowski, K., Sejdinovic, D., and Gretton, A. (2014) · 2014
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Quasi-Monte Carlo feature maps for shift-invariant kernels
Yang, J., Sindhwani, V., Avron H., and Mahoney M. W. (2014) · 2014
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