
R
 Referenced in 7904 articles
[sw00771]
 modelling, classical statistical tests, timeseries analysis, classification, clustering, ...) and graphical techniques, and is highly...

LIBSVM
 Referenced in 1067 articles
[sw04879]
 solving SVM optimization problems theoretical convergence multiclass classification probability estimates and parameter selection are discussed...

CRAN
 Referenced in 432 articles
[sw04351]
 nonlinear modelling, statistical tests, time series analysis, classification, clustering, etc. Please consult the R project...

mclust
 Referenced in 253 articles
[sw00563]
 Normal Mixture Modeling for ModelBased Clustering, Classification, and Density Estimation , Normal Mixture Modeling fitted ... algorithm for ModelBased Clustering, Classification, and Density Estimation, including Bayesian regularization...

SVMlight
 Referenced in 260 articles
[sw04076]
 large range of problems, including text classification [Joachims, 1999c][Joachims, 1998a], image recognition tasks, bioinformatics...

CUTE
 Referenced in 213 articles
[sw14681]
 Additionally, as each problem includes a specific classification that is designed to be useful...

randomForest
 Referenced in 145 articles
[sw10639]
 Breiman and Cutler’s random forests for classification and regression. Classification and regression based...

SnapPea
 Referenced in 156 articles
[sw06873]
 hints on the distribution and on possible classification schemes for hyperbolic 3manifolds, besides giving...

UTA Plus
 Referenced in 138 articles
[sw16225]
 problems of choice or of multi criteria classification on set A of actions. It constructs...

DistAl
 Referenced in 98 articles
[sw01746]
 attractive framework for the design of pattern classification systems. A new constructive neural network learning ... favorably with other learning algorithms for pattern classification...

MINTO
 Referenced in 132 articles
[sw04587]
 programming relaxations. It also provides automatic constraint classification, preprocessing, primal heuristics and constraint generation. Moreover...

LIBLINEAR
 Referenced in 128 articles
[sw04880]
 open source library for largescale linear classification. It supports logistic regression and linear support...

SMOTE
 Referenced in 123 articles
[sw34239]
 described. A dataset is imbalanced if the classification categories are not approximately equally represented. Often...

rpart
 Referenced in 117 articles
[sw07115]
 partitioning and regression trees. Recursive partitioning for classification, regression and survival trees. An implementation...

AutoClass
 Referenced in 68 articles
[sw26092]
 Autoclass  A Bayesian Approach to Classification. We describe a Bayesian approach to the unsupervised discovery ... maximal posterior probability parameters. We rate our classifications with an approximate posterior probability ... discuss the rationale behind our approach to classification. We give the mathematical development...

SimpleMKL
 Referenced in 60 articles
[sw12290]
 SimpleMKL can be applied beyond binary classification, for problems like regression, clustering (oneclass classification ... multiclass classification. Experimental results show that the proposed algorithm converges rapidly and that its efficiency ... some model selection problems related to multiclass classification problems...

KEEL
 Referenced in 100 articles
[sw06791]
 problems of various kinds including as regression, classification, unsupervised learning, etc. It includes evolutionary learning...

CMAR
 Referenced in 47 articles
[sw28406]
 CMAR: accurate and efficient classification based on multiple classassociation rules. Previous studies propose that ... associative classification has high classification accuracy and strong flexibility at handling unstructured data. However ... mined rules and sometimes biased classification or overfitting since the classification is based on only ... rule. The authors propose a new associative classification method, CMAR, i.e., Classification based on Multiple...

Pegasos
 Referenced in 88 articles
[sw08752]
 particularly well suited for large text classification problems, where we demonstrate an orderofmagnitude...

NIMBUS
 Referenced in 63 articles
[sw04339]
 described. The algorithm is based on the classification of objective functions. At each iteration ... allowed to change freely. According to the classification, a new (multiobjective) optimization problem is formed...