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References from Dimension Reduction: A Guided Tour. Local targets link to admitted publications; unresolved targets remain external evidence.
“A learning algorithm for Boltzmann machines”
1985 · External reference
“Theoretical foundations of the potential function method in pattern recognition learning”
1964 · External reference
“A kernel method for canonical correlation analysis”
2001 · External reference
Unresolved reference
2003 · External reference
“Kernel independent component analysis”
2002 · External reference
“Learning in linear neural networks: A survey”
10.1109/72.392248 · 1995 · External reference
10.1002/9780470316894
10.1002/9780470316894 · 1994 · External reference
“Laplacian Eigenmaps for dimensionality reduction and data representation”
10.1162/089976603321780317 · 2003 · External reference
“Out-of-sample extensions for LLE, Isomap, MDS, Eigenmaps and spectral clustering”
2004 · External reference
10.1007/978-1-4612-1128-0
10.1007/978-1-4612-1128-0 · 1984 · External reference
“Bayesian PCA”
1999 · External reference
10.1007/978-1-4757-2711-1
10.1007/978-1-4757-2711-1 · 1997 · External reference
“A training algorithm for optimal margin classifiers”
10.1145/130385.130401 · 1992 · External reference
10.1017/cbo9780511804441
10.1017/cbo9780511804441 · 2004 · External reference
“A tutorial on support vector machines for pattern recognition”
10.1023/a:1009715923555 · 1998 · External reference
“Some notes on applied mathematics for machine learning”
10.1007/978-3-540-28650-9_2 · 2004 · External reference
“Geometric methods for feature selection and dimensional reduction”
10.1007/0-387-25465-x_4 · 2005 · External reference
“Simplified support vector decision rules”
1996 · External reference
“Extracting noise-robust features from audio”
2002 · External reference
“Distortion discriminant analysis for audio fingerprinting”
10.1109/tsa.2003.811538 · 2003 · External reference
Unresolved reference
1997 · External reference
10.1002/9780470316931
10.1002/9780470316931 · 1998 · External reference
Unresolved reference
External reference
“Likelihood-based sufficient dimension reduction”
10.1198/jasa.2009.0106 · 2009 · External reference
“Dimension reduction in binary response regression”
10.1080/01621459.1999.10473873 · 1999 · External reference
“Sliced inverse regression for dimension reduction: Comment”
1991 · External reference
Unresolved reference
2001 · External reference
Unresolved reference
External reference
“Global versus local methods in nonlinear dimensionality reduction”
2002 · External reference
“Maximum likelihood from incomplete data via the EM algorithm”
10.1111/j.2517-6161.1977.tb01600.x · 1977 · External reference
“Asymptotics of graphical projection pursuit”
10.1214/aos/1176346703 · 1984 · External reference
Unresolved reference
1996 · External reference
Unresolved reference
1973 · External reference
“Spectral grouping using the Nyström method”
10.1109/tpami.2004.1262185 · 2004 · External reference
“Projection pursuit regression”
10.1080/01621459.1981.10477729 · 1981 · External reference
“Projection pursuit density estimation”
10.1080/01621459.1984.10478086 · 1984 · External reference
“A projection pursuit algorithm for exploratory data analysis”
10.1109/t-c.1974.224051 · 1974 · External reference
“Kernel dimension reduction in regression”
10.1214/08-aos637 · 2009 · External reference
“Sufficient dimensionality reduction”
2003 · External reference
“Neighbourhood components analysis”
2005 · External reference
Unresolved reference
1996 · External reference
Unresolved reference
1984 · External reference
“Measuring the strangeness of strange attractors”
10.1016/0167-2789(83)90298-1 · 1983 · External reference
“Measuring statistical dependence with Hilbert-Schmidt norms”
10.1007/11564089_7 · 2005 · External reference
10.1093/oso/9780198572237.001.0001
10.1093/oso/9780198572237.001.0001 · 2001 · External reference
“A kernel view of dimensionality reduction of manifolds”
10.1145/1015330.1015417 · 2004 · External reference
“Canonical correlation analysis: An overview with application to learning methods”
10.1162/0899766042321814 · 2004 · External reference
“Principal curves”
10.1080/01621459.1989.10478797 · 1989 · External reference
“Computing the nearest symmetric positive semidefinite matrix”
10.1016/0024-3795(88)90223-6 · 1988 · External reference
“Training products of experts by minimizing contrastive divergence”
10.1162/089976602760128018 · 2002 · External reference
“A fast learning algorithm for deep belief nets”
10.1162/neco.2006.18.7.1527 · 2006 · External reference
“Stochastic neighbor embedding”
2002 · External reference
“Reducing the dimensionality of data with neural networks”
10.1126/science.1127647 · 2007 · External reference
10.1017/cbo9780511810817
10.1017/cbo9780511810817 · 1985 · External reference
“Relations between two sets of variates”
10.1093/biomet/28.3-4.321 · 1936 · External reference
“An RKHS formulation of the inverse regression dimension-reduction problem”
10.1214/07-aos589 · 2009 · External reference
“Projection pursuit”
1985 · External reference
10.1002/0471221317
10.1002/0471221317 · 2001 · External reference
10.1037/11206-000
10.1037/11206-000 · 1928 · External reference
“Some results on Tchebycheffian spline functions”
10.1016/0022-247x(71)90184-3 · 1971 · External reference
Unresolved reference
External reference
10.1007/978-0-387-39351-3
10.1007/978-0-387-39351-3 · 2007 · External reference
“Contour regression: A general approach to dimension reduction”
10.1214/009053605000000192 · 2005 · External reference
“Sliced Inverse Regression for dimension reduction”
10.1080/01621459.1991.10475035 · 1991 · External reference
“On Principal Hessian Directions for data visualization and dimension reduction: Another application of Stein’s lemma”
10.1080/01621459.1992.10476258 · 1992 · External reference
“Learning segmentation by random walks”
2000 · External reference
“Kernel PCA and de-noising in feature spaces”
1999 · External reference
“On spectral clustering: Analysis and an algorithm”
2002 · External reference
“Regression on manifolds using kernel dimension reduction”
10.1145/1273496.1273584 · 2007 · External reference
“Fastmap, MetricMap, and landmark MDS are all Nyström algorithms”
2005 · External reference
Unresolved reference
1992 · External reference
“Clustering with normalized cuts is clustering with a hyperplane”
2004 · External reference
Unresolved reference
2010 · External reference
Unresolved reference
2007 · External reference
“Nonlinear dimensionality reduction by locally linear embedding”
10.1126/science.290.5500.2323 · 2000 · External reference
“Think globally, fit locally: Unsupervised learning of low dimensional manifolds”
2003 · External reference
10.7551/mitpress/6173.003.0022
10.7551/mitpress/6173.003.0022 · 2006 · External reference
“Remarks to Maurice Fréchet’s article Sur la définition axiomatique d’une classe d’espace distanciés vectoriellement applicable sur l’espace de Hilbert”
10.2307/1968654 · 1935 · External reference
“The kernel trick for distances”
2001 · External reference
Unresolved reference
2002 · External reference
“Nonlinear component analysis as a kernel eigenvalue problem”
10.1162/089976698300017467 · 1998 · External reference
“Normalized cuts and image segmentation”
10.1109/34.868688 · 2000 · External reference
“‘General intelligence’ objectively determined and measured”
10.2307/1412107 · 1904 · External reference
“On the influence of the kernel on the consistency of support vector machines”
2001 · External reference
“Optimal global rates of convergence for nonparametric regression”
10.1214/aos/1176345969 · 1982 · External reference
“The fastest mixing Markov process on a graph and a connection to a maximum variance unfolding problem”
10.1137/s0036144504443821 · 2006 · External reference
“Mapping a manifold of perceptual observations”
1998 · External reference
“Mixtures of probabilistic principal component analyzers”
10.1162/089976699300016728 · 1999 · External reference
“Probabilistic principal component analysis”
10.1111/1467-9868.00196 · 1999 · External reference
“The information bottleneck method”
1999 · External reference
Unresolved reference
External reference
“Learning a parametric embedding by preserving local structure”
2009 · External reference
“Visualizing data using t-SNE”
2008 · External reference
“Dimensionality reduction: a comparative review”
2009 · External reference
“A tutorial on spectral clustering”
10.1007/s11222-007-9033-z · 2007 · External reference
“An introduction to nonlinear dimensionality reduction by maximum variance unfolding”
2006 · External reference
Unresolved reference
1962 · External reference
“On a connection between kernel PCA and metric multidimensional scaling”
2001 · External reference
“Using the Nyström method to speed up kernel machines”
2001 · External reference
“Multiway spectral clustering: A margin-based perspective”
10.1214/08-sts266 · 2008 · External reference
