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@Article{kernlab:Karatzoglou+Smola+Hornik:2004,
author = {Alexandros Karatzoglou and Alex Smola and Kurt Hornik
and Achim Zeileis},
title = {kernlab -- An \proglang{S4} Package for Kernel Methods
in \proglang{R}},
year = 2004,
journal = {Journal of Statistical Software},
volume = 11,
number = 9,
pages = {1--20},
doi = {10.18637/jss.v011.i09},
}
@Book{kernlab:Schoelkopf+Smola:2002,
author = {Bernhard Sch\"olkopf and Alex Smola},
title = {Learning with Kernels},
publisher = {MIT Press},
year = 2002,
}
@Book{kernlab:Chambers:1998,
Author = {John M. Chambers},
title = {Programming with Data},
Publisher = {Springer, New York},
Year = 1998,
note = {ISBN 0-387-98503-4},
}
@Book{kernlab:Hastie:2001,
author = {T. Hastie and R. Tibshirani and J. H. Friedman},
title = {The Elements of Statistical Learning},
publisher = {Springer},
Year = 2001,
}
@Article{kernlab:Vanderbei:1999,
author = {Robert Vanderbei},
title = {{LOQO}: An Interior Point Code for Quadratic
Programming},
journal = {Optimization Methods and Software},
year = 1999,
volume = 12,
pages = {251--484},
url = {http://www.sor.princeton.edu/~rvdb/ps/loqo6.pdf},
}
@Misc{kernlab:Leisch+Dimitriadou,
author = {Fiedrich Leisch and Evgenia Dimitriadou},
title = {\pkg{mlbench}---{A} Collection for Artificial and
Real-world Machine Learning Benchmarking Problems},
howpublished = {\textsf{R} package, Version 0.5-6},
note = {Available from \url{https://CRAN.R-project.org}},
year = 2001,
month = 12,
}
@Misc{kernlab:Roever:2004,
author = {Christian Roever and Nils Raabe and Karsten Luebke and Uwe Ligges},
title = { \pkg{klaR} -- Classification and Visualization},
howpublished = {\textsf{R} package, Version 0.3-3},
note = {Available from \url{http://cran.R-project.org}},
year = 2004,
month = 7,
}
@Article{kernlab:Hsu+Lin:2002,
author = {C.-W. Hsu and Chih-Jen Lin},
title = {A Comparison of Methods for Multi-class Support Vector
Machines},
journal = {IEEE Transactions on Neural Networks},
year = 2002,
volume = 13,
pages = {415--425},
url = {http://www.csie.ntu.edu.tw/~cjlin/papers/multisvm.ps.gz},
}
@Misc{kernlab:Chang+Lin:2001,
author = {Chih-Chung Chang and Chih-Jen Lin},
title = {{LIBSVM}: A Library for Support Vector Machines},
note = {Software available at
\url{http://www.csie.ntu.edu.tw/~cjlin/libsvm}},
year = 2001,
}
@Article{kernlab:Platt:2000,
Author = {J. C. Platt},
Title = {Probabilistic Outputs for Support Vector Machines and
Comparison to Regularized Likelihood Methods},
Journal = {Advances in Large Margin Classifiers, A. Smola,
P. Bartlett, B. Sch\"olkopf and D. Schuurmans, Eds.},
Year = 2000,
publisher = {Cambridge, MA: MIT Press},
url = {http://citeseer.nj.nec.com/platt99probabilistic.html},
}
@Article{kernlab:Platt:1998,
Author = {J. C. Platt},
Title = {Probabilistic Outputs for Support Vector Machines and
Comparison to Regularized Likelihood Methods},
Journal = {B. Sch\"olkopf, C. J. C. Burges, A. J. Smola, editors,
Advances in Kernel Methods --- Support Vector
Learning},
Year = 1998,
publisher = {Cambridge, MA: MIT Press},
url = {http://research.microsoft.com/~jplatt/abstracts/smo.html},
}
@Article{kernlab:Keerthi:2002,
Author = {S. S. Kerthi and E. G. Gilbert},
Title = {Convergence of a Generalized {SMO} Algorithm for {SVM}
Classifier Design},
Journal = {Machine Learning},
pages = {351--360},
Year = 2002,
volume = 46,
url = {http://guppy.mpe.nus.edu.sg/~mpessk/svm/conv_ml.ps.gz},
}
@Article{kernlab:Olvi:2000,
Author = {Alex J. Smola and Olvi L. Mangasarian and Bernhard Sch\"olkopf},
Title = {Sparse Kernel Feature Analysis},
Journal = {24th Annual Conference of Gesellschaft f\"ur Klassifikation},
publisher = {University of Passau},
Year = 2000,
url = {ftp://ftp.cs.wisc.edu/pub/dmi/tech-reports/99-04.ps},
}
@Unpublished{kernlab:Lin:2001,
Author = {H.-T. Lin and Chih-Jen Lin and R. C. Weng},
Title = {A Note on {Platt's} Probabilistic Outputs for Support
Vector Machines},
Year = 2001,
note = {Available at \url{http://www.csie.ntu.edu.tw/~cjlin/papers/plattprob.ps}},
}
@Unpublished{kernlab:Weng:2004,
Author = {C.-J Lin and R C. Weng},
Title = {Probabilistic Predictions for Support Vector Regression},
Year = 2004,
note = {Available at \url{http://www.csie.ntu.edu.tw/~cjlin/papers/svrprob.pdf}},
}
@Article{kernlab:Crammer:2000,
Author = {K. Crammer and Y. Singer},
Title = {On the Learnability and Design of Output Codes for
Multiclass Prolems},
Year = 2000,
Journal = {Computational Learning Theory},
Pages = {35--46},
url = {http://www.cs.huji.ac.il/~kobics/publications/mlj01.ps.gz},
}
@Article{kernlab:joachim:1999,
Author = {Thorsten Joachims},
Title = {Making Large-scale {SVM} Learning Practical},
Journal = {In Advances in Kernel Methods --- Support Vector
Learning},
Chapter = 11,
Year = 1999,
publisher = {MIT Press},
url = {http://www-ai.cs.uni-dortmund.de/DOKUMENTE/joachims_99a.ps.gz},
}
@Article{kernlab:Meyer:2001,
author = {David Meyer},
title = {Support Vector Machines},
journal = {R News},
year = 2001,
volume = 1,
number = 3,
pages = {23--26},
month = {September},
url = {http://CRAN.R-project.org/doc/Rnews/},
note = {\url{http://CRAN.R-project.org/doc/Rnews/}}
}
@ARTICLE{kernlab:meyer+leisch+hornik:2003,
AUTHOR = {David Meyer and Friedrich Leisch and Kurt Hornik},
TITLE = {The Support Vector Machine under Test},
JOURNAL = {Neurocomputing},
YEAR = 2003,
MONTH = {September},
PAGES = {169--186},
VOLUME = 55,
}
@Book{kernlab:Vapnik:1998,
author = {Vladimir Vapnik},
Title = {Statistical Learning Theory},
Year = 1998,
publisher = {Wiley, New York},
}
@Book{kernlab:Vapnik2:1995,
author = {Vladimir Vapnik},
Title = {The Nature of Statistical Learning Theory},
Year = 1995,
publisher = {Springer, NY},
}
@Article{kernlab:Wu:2003,
Author = {Ting-Fan Wu and Chih-Jen Lin and Ruby C. Weng},
Title = {Probability Estimates for Multi-class Classification
by Pairwise Coupling},
Year = 2003,
Journal = {Advances in Neural Information Processing},
Publisher = {MIT Press Cambridge Mass.},
Volume = 16,
url = {http://books.nips.cc/papers/files/nips16/NIPS2003_0538.pdf},
}
@Article{kernlab:Williams:1995,
Author = {Christopher K. I. Williams and Carl Edward Rasmussen},
Title = {Gaussian Processes for Regression},
Year = 1995,
Journal = {Advances in Neural Information Processing},
Publisher = {MIT Press Cambridge Mass.},
Volume = 8,
url = {http://books.nips.cc/papers/files/nips08/0514.pdf},
}
@Article{kernlab:Schoelkopf:1998,
Author = {B. Sch\"olkopf and A. Smola and K. R. M\"uller},
Title = {Nonlinear Component Analysis as a Kernel Eigenvalue
Problem},
Journal = {Neural Computation},
Volume = 10,
Pages = {1299--1319},
Year = 1998,
url = {http://mlg.anu.edu.au/~smola/papers/SchSmoMul98.pdf},
}
@Article{kernlab:Tipping:2001,
Author = {M. E. Tipping},
Title = {Sparse Bayesian Learning and the Relevance Vector
Machine},
Journal = {Journal of Machine Learning Research},
Volume = 1,
Year = 2001,
Pages = {211--244},
url = {http://www.jmlr.org/papers/volume1/tipping01a/tipping01a.pdf},
}
@Article{kernlab:Zhou:2003,
Author = {D. Zhou and J. Weston and A. Gretton and O. Bousquet
and B. Sch\"olkopf},
Title = {Ranking on Data Manifolds},
Journal = {Advances in Neural Information Processing Systems},
Volume = 16,
Year = 2003,
Publisher = {MIT Press Cambridge Mass.},
url = {http://www.kyb.mpg.de/publications/pdfs/pdf2334.pdf},
}
@Article{kernlab:Andrew:2001,
Author = {Andrew Y. Ng and Michael I. Jordan and Yair Weiss},
Title = {On Spectral Clustering: Analysis and an Algorithm},
Journal = {Advances in Neural Information Processing Systems},
Volume = 14,
Publisher = {MIT Press Cambridge Mass.},
url = {http://www.nips.cc/NIPS2001/papers/psgz/AA35.ps.gz},
}
@Article{kernlab:Caputo:2002,
Author = {B. Caputo and K. Sim and F. Furesjo and A. Smola},
Title = {Appearance-based Object Recognition using {SVMs}:
Which Kernel Should {I} Use?},
Journal = {Proc of NIPS workshop on Statistical methods for
computational experiments in visual processing and
computer vision, Whistler, 2002},
Year = 2002,
}
@Article{kernlab:Putten:2000,
Author = {Peter van der Putten and Michel de Ruiter and Maarten
van Someren},
Title = {CoIL Challenge 2000 Tasks and Results: Predicting and
Explaining Caravan Policy Ownership},
Journal = {Coil Challenge 2000},
Year = 2000,
url = {http://www.liacs.nl/~putten/library/cc2000/},
}
@Article{kernlab:Hsu:2002,
Author = {C.-W. Hsu and Chih-Jen Lin},
Title = {A Simple Decomposition Method for Support Vector
Machines},
Journal = {Machine Learning},
Year = 2002,
Pages = {291--314},
volume = 46,
url = {http://www.csie.ntu.edu.tw/~cjlin/papers/decomp.ps.gz},
}
@Article{kernlab:Knerr:1990,
Author = {S. Knerr and L. Personnaz and G. Dreyfus},
Title = {Single-layer Learning Revisited: A Stepwise Procedure
for Building and Training a Neural Network.},
Journal = {J. Fogelman, editor, Neurocomputing: Algorithms,
Architectures and Applications},
Publisher = {Springer-Verlag},
Year = 1990,
}
@Article{kernlab:Kressel:1999,
Author = {U. Kre{\ss}el},
Title = {Pairwise Classification and Support Vector Machines},
Year = 1999,
Journal = {B. Sch\"olkopf, C. J. C. Burges, A. J. Smola, editors,
Advances in Kernel Methods --- Support Vector
Learning},
Pages = {255--268},
Publisher = {Cambridge, MA, MIT Press},
}
@Article{kernlab:Hsu2:2002,
Title = {A Comparison of Methods for Multi-class Support Vector
Machines},
Author = {C.-W. Hsu and Chih-Jen Lin},
Journal = {IEEE Transactions on Neural Networks},
Volume = 13,
Year = 2002,
Pages = {1045--1052},
url = {http://www.csie.ntu.edu.tw/~cjlin/papers/multisvm.ps.gz},
}
@Article{kernlab:Tax:1999,
Title = {Support Vector Domain Description},
Author = {David M. J. Tax and Robert P. W. Duin},
Journal = {Pattern Recognition Letters},
Volume = 20,
Pages = {1191--1199},
Year = 1999,
Publisher = {Elsevier},
url = {http://www.ph.tn.tudelft.nl/People/bob/papers/prl_99_svdd.pdf},
}
@Article{kernlab:Williamson:1999,
Title = {Estimating the Support of a High-Dimensonal
Distribution},
Author = {B. Sch\"olkopf and J. Platt and J. Shawe-Taylor and
A. J. Smola and R. C. Williamson},
Journal = {Microsoft Research, Redmond, WA},
Volume = {TR 87},
Year = 1999,
url = {http://research.microsoft.com/research/pubs/view.aspx?msr_tr_id=MSR-TR-99-87},
}
@Article{kernlab:Smola1:2000,
Title = {New Support Vector Algorithms},
Author = {B. Sch\"olkopf and A. J. Smola and R. C. Williamson and
P. L. Bartlett},
Journal = {Neural Computation},
Volume = 12,
Year = 2000,
Pages = {1207--1245},
url = {http://caliban.ingentaselect.com/vl=3338649/cl=47/nw=1/rpsv/cgi-bin/cgi?body=linker&reqidx=0899-7667(2000)12:5L.1207},
}
@Article{kernlab:Wright:1999,
Title = {Modified {Cholesky} Factorizations in Interior-point
Algorithms for Linear Programming},
Author = {S. Wright},
Journal = {Journal in Optimization},
Volume = 9,
publisher = {SIAM},
Year = 1999,
Pages = {1159--1191},
ur = {http://www-unix.mcs.anl.gov/~wright/papers/P600.pdf},
}
@Article{kernlab:more:1999,
Title = {Newton's Method for Large-scale Bound Constrained
Problems},
Author = {Chih-Jen Lin and J. J. More},
Journal = {SIAM Journal on Optimization},
volume = 9,
pages = {1100--1127},
Year = 1999,
}
@Article{kernlab:Ng:2001,
Title = {On Spectral Clustering: Analysis and an Algorithm},
Author = {Andrew Y. Ng and Michael I. Jordan and Yair Weiss},
Journal = {Neural Information Processing Symposium 2001},
Year = 2001,
url = {http://www.nips.cc/NIPS2001/papers/psgz/AA35.ps.gz}
}
@Article{kernlab:kuss:2003,
Title = {The Geometry of Kernel Canonical Correlation Analysis},
Author = {Malte Kuss and Thore Graepel},
Journal = {MPI-Technical Reports},
url = {http://www.kyb.mpg.de/publication.html?publ=2233},
Year = 2003,
}
%% Mathias Seeger gp pub.
@Article{kernlab:Kivinen:2004,
Title = {Online Learning with Kernels},
Author = {Jyrki Kivinen and Alexander Smola and Robert Williamson},
Journal ={IEEE Transactions on Signal Processing},
volume = 52,
Year = 2004,
url = {http://mlg.anu.edu.au/~smola/papers/KivSmoWil03.pdf},
}
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