Research graph
References from Kernel Mean Embedding of Distributions: A Review and Beyond. Local targets link to admitted publications; unresolved targets remain external evidence.
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2009 · External reference
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2003 · External reference
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A test for the two-sample problem based on empirical characteristic functions
10.1016/j.csda.2007.12.013 · 2008 · External reference
10.1561/2200000036 · 2012 · Admitted local publication
Unresolved reference
2011 · External reference
Two-sample test statistics for measuring discrepancies between two multivariate probability density functions using kernel-based density estimates
10.1006/jmva.1994.1033 · 1994 · External reference
A tutorial on adaptive MCMC
10.1007/s11222-008-9110-y · 2008 · External reference
Theory of reproducing kernels
10.1090/s0002-9947-1950-0051437-7 · 1950 · External reference
Partial correlation and conditional correlation as measures of conditional independence
10.1111/j.1467-842x.2004.00360.x · 2004 · External reference
Sharp analysis of low-rank kernel matrix approximations
2013 · External reference
Unresolved reference
2015 · External reference
Kernel independent component analysis
2003 · External reference
On the equivalence between herding and conditional gradient algorithms
2012 · External reference
Mutual information for Gaussian processes
10.1137/0119044 · 1970 · External reference
Joint measures and cross-covariance operators
10.1090/s0002-9947-1973-0336795-3 · 1973 · External reference
On regularization algorithms in learning theory
10.1016/j.jco.2006.07.001 · 2007 · External reference
Statistical inference for probabilistic functions of finite state Markov chains
10.1214/aoms/1177699147 · 1966 · External reference
On the Schoenberg transformations in data analysis: Theory and illustrations
10.1007/s00357-011-9092-x · 2011 · External reference
A Markovian decision process
10.1512/iumj.1957.6.56038 · 1957 · External reference
Unresolved reference
2003 · External reference
Estimating the mean function of a Gaussian process and the Stein effect
10.1016/0047-259x(83)90018-0 · 1983 · External reference
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2004 · External reference
10.1007/978-1-4419-9096-9
10.1007/978-1-4419-9096-9 · 2004 · External reference
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2013 · External reference
On a measure of divergence between two statistical populations defined by their probability distributions
1943 · External reference
On the asymptotic properties of a nonparametric l/sub 1/-test statistic of homogeneity
10.1109/tit.2005.856979 · 2005 · External reference
Unresolved reference
2006 · External reference
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2011 · External reference
Some properties of incomplete U-statistics
10.1093/biomet/63.3.573 · 1976 · External reference
Unresolved reference
2005 · External reference
Monotone funktionen, Stieltjessche integrale und harmonische analyse
10.1007/bf01452844 · 1933 · External reference
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2013 · External reference
Integrating structured biological data by kernel maximum mean discrepancy
10.1093/bioinformatics/btl242 · 2006 · External reference
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1992 · External reference
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2016 · External reference
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2015 · External reference
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2016 · External reference
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1998 · External reference
Unresolved reference
2007 · External reference
Universal multi-task kernels
2008 · External reference
10.1142/s0219530506000838
10.1142/s0219530506000838 · 2006 · External reference
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2001 · External reference
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2010 · External reference
10.1162/neco_a_00599
10.1162/neco_a_00599 · 2014 · External reference
Unresolved reference
2010 · External reference
A kernel independence test for random processes
2014 · External reference
Unresolved reference
2014 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2016 · External reference
Support-vector networks
10.1023/a:1022627411411 · 1995 · External reference
10.1145/1102351.1102371
10.1145/1102351.1102371 · 2005 · External reference
Unresolved reference
2014 · External reference
On the mathematical foundations of learning
10.1090/s0273-0979-01-00923-5 · 2002 · External reference
10.1017/cbo9780511618796
10.1017/cbo9780511618796 · 2007 · External reference
Semigroup kernels on measures
2005 · External reference
Testing hypotheses by regularized maximum mean discrepancy
2014 · External reference
An elementary proof of a theorem of Johnson and Lindenstrauss
10.1002/rsa.10073 · 2003 · External reference
Partial association measures and an application to qualitative regression
10.1093/biomet/67.3.581 · 1980 · External reference
10.1017/cbo9780511618864
10.1017/cbo9780511618864 · 2007 · External reference
Conditional independence in statistical theory
10.1111/j.2517-6161.1979.tb01052.x · 1979 · External reference
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2005 · External reference
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2006 · External reference
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2004 · External reference
10.1090/surv/015
10.1090/surv/015 · 1977 · External reference
10.1002/9781118033012
10.1002/9781118033012 · 2000 · External reference
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2013 · External reference
A permutation-based kernel conditional independence test
2014 · External reference
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1973 · External reference
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2008 · External reference
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2015 · External reference
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2003 · External reference
10.1007/978-94-009-1740-8
10.1007/978-94-009-1740-8 · 1996 · External reference
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2014 · External reference
The empirical characteristic function and its applications
10.1214/aos/1176343742 · 1977 · External reference
Efficient SVM training using low-rank kernel representations
2001 · External reference
Gaussian processes for independence tests with non-iid data in causal inference
2015 · External reference
10.1145/2783258.2783300
10.1145/2783258.2783300 · 2015 · External reference
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2016 · External reference
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1999 · External reference
Unresolved reference
2015 · External reference
Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces
2004 · External reference
Statistical consistency of kernel canonical correlation analysis
2007 · External reference
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2008 · External reference
Kernel dimension reduction in regression
10.1214/08-aos637 · 2009 · External reference
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2009 · External reference
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2011 · External reference
Kernel Bayes' rule: Bayesian inference with positive definite kernels
2013 · External reference
A survey of kernels for structured data
10.1145/959242.959248 · 2003 · External reference
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2002 · External reference
Classes of kernels for machine learning: A statistics perspective
2002 · External reference
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2002 · External reference
Mean map kernel methods for semisupervised cloud classification
10.1109/tgrs.2009.2026425 · 2010 · External reference
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2014 · External reference
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2011 · External reference
10.1145/2593882.2593900
10.1145/2593882.2593900 · 2014 · External reference
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10.1007/11564089_7
10.1007/11564089_7 · 2005 · External reference
Kernel methods for measuring independence
2005 · External reference
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2007 · External reference
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2009 · External reference
A kernel two-sample test
2012 · External reference
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2012 · External reference
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2012 · External reference
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2012 · External reference
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2013 · External reference
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2015 · External reference
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An introduction to variable and feature selection
2003 · External reference
An adaptive Metropolis algorithm
10.2307/3318737 · 2001 · External reference
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1971 · External reference
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2007 · External reference
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2009 · External reference
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2009 · External reference
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2013 · External reference
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1999 · External reference
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2004 · External reference
Unresolved reference
2005 · External reference
The efficiency of some nonparametric competitors of the t-test
10.1214/aoms/1177728261 · 1956 · External reference
A class of statistics with asymptotically normal distribution
10.1214/aoms/1177730196 · 1948 · External reference
Kernel methods in machine learning
10.1214/009053607000000677 · 2008 · External reference
Analysis of a complex of statistical variables into principal components
10.1037/h0071325 · 1933 · External reference
A spectral algorithm for learning hidden Markov models
10.1016/j.jcss.2011.12.025 · 2012 · External reference
Unresolved reference
2007 · External reference
Robust estimation of a location parameter
10.1214/aoms/1177703732 · 1964 · External reference
Unresolved reference
2012 · External reference
Estimation of non-normalized statistical models by score matching
2005 · External reference
Particle belief propagation
2009 · External reference
Unresolved reference
1998 · External reference
Observable operator models for discrete stochastic time series
10.1162/089976600300015411 · 2000 · External reference
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1961 · External reference
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2011 · External reference
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2013 · External reference
Probability product kernels
2004 · External reference
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2009 · External reference
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2015 · External reference
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2016 · External reference
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2014 · External reference
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2013 · External reference
Filtering with state-observation examples via kernel Monte Carlo filter
10.1162/neco_a_00806 · 2016 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
1995 · External reference
A consistent modification of a test for independence based on the empirical characteristic function
10.1007/bf02362283 · 1998 · External reference
Random feature maps for dot product kernels
2012 · External reference
Unresolved reference
2016 · External reference
Robust kernel density estimation
2012 · External reference
Iterative kernel principal component analysis for image modeling
10.1109/tpami.2005.181 · 2005 · External reference
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2003 · External reference
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2011 · External reference
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1978 · External reference
10.1561/2200000044 · 2012 · Admitted local publication
The pre-image problem in kernel methods
10.1109/tnn.2004.837781 · 2004 · External reference
Sequential kernel herding: Frank- Wolfe optimization for particle filtering
2015 · External reference
Fastfood-approximating kernel expansions in loglinear time
2013 · External reference
Generative moment matching networks
2015 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2015 · External reference
Learning transferable features with deep adaptation networks
2015 · External reference
Unresolved reference
2016 · External reference
Towards a learning theory of cause-effect inference
2015 · External reference
Admissibility as a touchstone
10.1214/aos/1176350264 · 1987 · External reference
Nonextensive information theoretic kernels on measures
2009 · External reference
Unresolved reference
2013 · External reference
10.1007/978-1-4612-0603-3
10.1007/978-1-4612-0603-3 · 1998 · External reference
Unresolved reference
2010 · External reference
Functions of positive and negative type, and their connection with the theory of integral equations
10.1098/rsta.1909.0016 · 1909 · External reference
On learning vector-valued functions
10.1162/0899766052530802 · 2005 · External reference
Unresolved reference
2001 · External reference
Unresolved reference
2012 · External reference
Distinguishing cause from effect using observational data: Methods and benchmarks
2016 · External reference
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2004 · External reference
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2015 · External reference
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2013 · External reference
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2012 · External reference
Unresolved reference
2013 · External reference
Kernel mean estimation and Stein effect
2014 · External reference
Unresolved reference
2014 · External reference
Kernel mean shrinkage estimators
2016 · External reference
Integral probability metrics and their generating classes of functions
10.2307/1428011 · 1997 · External reference
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2012 · External reference
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1993 · External reference
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2007 · External reference
Characteristic kernels and infinitely divisible distributions
2016 · External reference
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2012 · External reference
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2016 · External reference
Distribution to distribution regression
2013 · External reference
Fast distribution to real regression
2014 · External reference
Domain adaptation via transfer component analysis
10.1109/tnn.2010.2091281 · 2011 · External reference
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2016 · External reference
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1988 · External reference
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2000 · External reference
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1901 · External reference
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2015 · External reference
10.1145/2487575.2487591
10.1145/2487575.2487591 · 2013 · External reference
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2011 · External reference
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2012 · External reference
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2013 · External reference
Point-based value iteration for continuous POMDPs
2006 · External reference
Stein estimation for the drift of Gaussian processes using the Malliavin calculus
10.1214/07-aos540 · 2008 · External reference
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2009 · External reference
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2014 · External reference
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2007 · External reference
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2015 · External reference
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2015 · External reference
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2015 · External reference
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2002 · External reference
10.7551/mitpress/3206.001.0001
10.7551/mitpress/3206.001.0001 · 2005 · External reference
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2015 · External reference
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1981 · External reference
On measures of dependence
10.1007/bf02024507 · 1959 · External reference
Unresolved reference
2005 · External reference
On learning with integral operators
2010 · External reference
The perceptron: a probabilistic model for information storage and organization in the brain
10.1037/h0042519 · 1958 · External reference
Unresolved reference
1991 · External reference
Metric spaces and completely monotone functions
10.2307/1968466 · 1938 · External reference
Unresolved reference
2002 · External reference
Nonlinear component analysis as a kernel eigenvalue problem
10.1162/089976698300017467 · 1998 · External reference
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2001 · External reference
10.7551/mitpress/4057.001.0001
10.7551/mitpress/4057.001.0001 · 2004 · External reference
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2012 · External reference
Computing functions of random variables via reproducing kernel Hilbert space representations
10.1007/s11222-015-9558-5 · 2015 · External reference
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2016 · External reference
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2012 · External reference
Unresolved reference
2013 · External reference
Equivalence of distance-based and RKHS-based statistics in hypothesis testing
10.1214/13-aos1140 · 2013 · External reference
Unresolved reference
2014 · External reference
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1981 · External reference
Unresolved reference
2013 · External reference
10.1017/cbo9780511809682
10.1017/cbo9780511809682 · 2004 · External reference
A framework for probability density estimation
2007 · External reference
Second order cone programming approaches for handling missing and uncertain data
2006 · External reference
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1986 · External reference
Unresolved reference
2016 · External reference
Learning theory estimates via integral operators and their approximations
10.1007/s00365-006-0659-y · 2007 · External reference
The optimal control of partially observable Markov processes over a finite horizon
10.1287/opre.21.5.1071 · 1973 · External reference
10.1007/978-3-540-75225-7_5
10.1007/978-3-540-75225-7_5 · 2007 · External reference
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2008 · External reference
Unresolved reference
2013 · External reference
10.1145/1273496.1273599
10.1145/1273496.1273599 · 2007 · External reference
10.1145/1273496.1273600
10.1145/1273496.1273600 · 2007 · External reference
10.1145/1390156.1390281
10.1145/1390156.1390281 · 2008 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2010 · External reference
Nonparametric tree graphical models via kernel embeddings
2010 · External reference
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2011 · External reference
Unresolved reference
2011 · External reference
Kernel embeddings of conditional distributions: A unified kernel framework for nonparametric inference in graphical models
10.1109/msp.2013.2252713 · 2013 · External reference
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2000 · External reference
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1979 · External reference
Unresolved reference
2011 · External reference
On the optimal estimation of probability measures in weak and strong topologies
10.3150/15-bej713 · 2016 · External reference
Unresolved reference
2015 · External reference
Unresolved reference
2008 · External reference
Unresolved reference
2009 · External reference
Hilbert space embeddings and metrics on probability measures
2010 · External reference
Universality, characteristic kernels and RKHS embedding of measures
2011 · External reference
Unresolved reference
2011 · External reference
On the empirical estimation of integral probability metrics
10.1214/12-ejs722 · 2012 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
1955 · External reference
On the influence of the kernel on the consistency of support vector machines
2002 · External reference
10.1007/978-0-387-77242-4
10.1007/978-0-387-77242-4 · 2008 · External reference
Mercer's theorem on general domains: On the interaction between measures, kernels, and RKHSs
10.1007/s00365-012-9153-3 · 2012 · External reference
Unresolved reference
2015 · External reference
A nonparametric Hellinger metric test for conditional independence
10.1017/s0266466608080341 · 2008 · External reference
Nonparametric belief propagation
10.1145/1831407.1831431 · 2010 · External reference
Unresolved reference
2015 · External reference
10.1109/tnn.1998.712192
10.1109/tnn.1998.712192 · 1998 · External reference
Learning theory for distribution regression
2016 · External reference
Unresolved reference
2004 · External reference
A new test for multivariate normality
10.1016/j.jmva.2003.12.002 · 2005 · External reference
Brownian distance covariance
2009 · External reference
Measuring and testing dependence by correlation of distances
10.1214/009053607000000505 · 2007 · External reference
Unresolved reference
2016 · External reference
Permutation testing improves Bayesian network learning
2010 · External reference
10.1017/cbo9780511802256
10.1017/cbo9780511802256 · 1998 · External reference
10.1007/978-1-4757-3264-1
10.1007/978-1-4757-3264-1 · 2000 · External reference
Efficient additive kernels via explicit feature maps
10.1109/tpami.2011.153 · 2012 · External reference
Unresolved reference
2006 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2009 · External reference
Unresolved reference
2009 · External reference
Statistical inference using weak chaos and infinite memory
2010 · External reference
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2005 · External reference
Unresolved reference
2001 · External reference
Conformal transformation of kernel functions: A data-dependent way to improve support vector machine classifiers
10.1023/a:1013848912046 · 2002 · External reference
Unresolved reference
2011 · External reference
Hierarchical probabilistic models for group anomaly detection
2011 · External reference
Quasi-Monte Carlo feature maps for shift-invariant kernels
2014 · External reference
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2014 · External reference
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2015 · External reference
Unresolved reference
2013 · External reference
Reproducing kernel Banach spaces for machine learning
2009 · External reference
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2011 · External reference
Unresolved reference
2008 · External reference
FastMMD: Ensemble of circular discrepancy for efficient two-sample test
10.1162/neco_a_00732 · 2015 · External reference
Unresolved reference
2004 · External reference
