Kernlab swMATH ID: 7926 Software Authors: Alexandros Karatzoglou; Alex Smola; Kurt Hornik Description: R package kernlab: Kernel-based Machine Learning Lab. Kernel-based machine learning methods for classification, regression, clustering, novelty detection, quantile regression and dimensionality reduction. Among other methods kernlab includes Support Vector Machines, Spectral Clustering, Kernel PCA, Gaussian Processes and a QP solver Homepage: http://cran.r-project.org/web/packages/kernlab/index.html Source Code: https://github.com/cran/Kernlab Dependencies: R Related Software: R; randomForest; UCI-ml; e1071; caret; rpart; mlbench; ggplot2; ElemStatLearn; MASS (R); lattice; LIBSVM; ipred; quadprog; glmnet; Bioconductor; C4.5; cluster (R); mclust; gbm Cited in: 90 Publications Standard Articles 1 Publication describing the Software Year all top 5 Cited by 220 Authors 5 Kanamori, Takafumi 4 Ligges, Uwe 3 Bischl, Bernd 3 Lang, Michel 3 Rahnenführer, Jörg 2 Adler, Werner 2 Artemiou, Andreas 2 Bommert, Andrea 2 Csárdi, Gábor 2 Gul, Asma 2 Hennig, Christian 2 Khan, Zardad 2 Kolaczyk, Eric D. 2 Krey, Sebastian 2 Lausen, Berthold 2 Li, Bing 2 Mahmoud, Osama H. 2 Miftahuddin, Miftahuddin 2 Perperoglou, Aris 2 Ruppert, David 2 Sugiyama, Masashi 2 Wand, Matthew P. 1 Abdallah, Samer A. 1 Abolghasemi, Mahdi 1 Aggarwal, Charu C. 1 Albuquerque, Pedro Henrique Melo 1 Alvarez, Isabelle 1 Anand, Sonia 1 Anderlucci, Laura 1 Angelopoulos, Nicos 1 Ankargren, Sebastian 1 Arasan, Jayanthi 1 Arratia, Argimiro A. 1 Audigier, Vincent 1 Baatar, Davaatseren 1 Bang, Sungwan 1 Batool, Fatima 1 Berestizhevsky, Samuel 1 Bergmeir, Christoph 1 Berk, Richard A. 1 Beyene, Joseph 1 Boehmke, Brad 1 Boukouvala, Fani 1 Brusco, Michael J. 1 Bubenik, Peter 1 Bücher, Axel 1 Cano, Emilio L. 1 Cardoso, José Vinícius de M. 1 Carroll, Raymond James 1 Cerqueira, Vitor 1 Chen, Aiyou 1 Cho, Gyeongcheol 1 Cho, Hyungjun 1 Cho, Yong Mee 1 Christmann, Andreas 1 Chun, Hyonho 1 Cichosz, Pawel 1 Clément, Karine 1 Conversano, Claudio 1 Cradit, J. Dennis 1 Crawford, Lorin 1 Cronin, Anthony G. 1 Cuiñas, Rubén F. 1 Cyganek, Bogusław 1 Dette, Holger 1 Dhhan, Waleed 1 Doerge, Rebecca W. 1 Domijan, Katarina 1 Dorado, Julian 1 Dusseldorp, Elise 1 Eo, Soo-Heang 1 Faraway, Julian J. 1 Feinerer, Ingo 1 Fernández-Blanco, Enrique 1 Fernandez-Lozano, Carlos 1 Ferraro, Maria Brigida 1 Fitzpatrick, Trevor 1 Forsgren, Nicole 1 Fortunato, Francesca 1 Fréchette, Alexandre 1 Genuer, Robin 1 Gertheiss, Jan 1 Giamas, Georgios 1 Giordani, Paolo E. 1 Goldberg, Yair 1 Gopalan, Giri 1 Grabisch, Michel 1 Greenwell, Brandon M. 1 Guns, Tias 1 Hamid, Jemila Seid 1 Härdle, Wolfgang Karl 1 Harezlak, Jaroslaw 1 Hido, Shohei 1 Hlávka, Zdeněk 1 Hoos, Holger H. 1 Howard, Emma 1 Hu, Chenyue W. 1 Hull, Michael B. 1 Hung, Ying 1 Husson, François ...and 120 more Authors all top 5 Cited in 42 Serials 7 Machine Learning 7 Use R! 5 Advances in Data Analysis and Classification. ADAC 4 Computational Statistics and Data Analysis 3 Journal of the American Statistical Association 3 International Journal of Approximate Reasoning 3 Computational Statistics 3 European Journal of Operational Research 3 Journal of Machine Learning Research (JMLR) 2 Psychometrika 2 The Annals of Statistics 2 Journal of Classification 2 Journal of Statistical Computation and Simulation 2 Journal of Applied Statistics 2 Statistical Applications in Genetics and Molecular Biology 2 Statistical Analysis and Data Mining 2 Electronic Journal of Statistics 2 Statistics and Computing 1 Artificial Intelligence 1 Inverse Problems 1 British Journal of Mathematical & Statistical Psychology 1 Information Sciences 1 Kybernetika 1 Communications in Statistics. Simulation and Computation 1 Statistica Sinica 1 Advances in Computational Mathematics 1 Applied Mathematical Finance 1 Lifetime Data Analysis 1 Data Mining and Knowledge Discovery 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Quantitative Finance 1 IMA Journal of Management Mathematics 1 Optimization Letters 1 Computational & Mathematical Methods in Medicine 1 The Annals of Applied Statistics 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Journal of Theoretical Biology 1 ISRN Computational Mathematics 1 Springer Texts in Statistics 1 Atlantis Studies in Computational Finance and Financial Engineering 1 Statistik und ihre Anwendungen 1 Chapman & Hall/CRC Computer Science & Data Analysis Series all top 5 Cited in 13 Fields 74 Statistics (62-XX) 40 Computer science (68-XX) 8 Numerical analysis (65-XX) 7 Operations research, mathematical programming (90-XX) 7 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 6 Biology and other natural sciences (92-XX) 3 General and overarching topics; collections (00-XX) 3 Probability theory and stochastic processes (60-XX) 2 Combinatorics (05-XX) 2 Functional analysis (46-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Algebraic topology (55-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year