
R
 Referenced in 9832 articles
[sw00771]
 classical statistical tests, timeseries analysis, classification, clustering, ...) and graphical techniques, and is highly extensible...

clusfind
 Referenced in 476 articles
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 standalone Fortran programs for cluster analysis. The programs are described and illustrated ... PAM.FOR (partitions the data set into clusters with a new method using medoids); Chapter ... CLARA.FOR (for clustering large applications); Chapter 4: FANNY.FOR (a new method for fuzzy clustering); Chapter ... TWINS.FOR (hierarchical clustering; you can choose between agglomerative and divisive); Chapter 7: MONA.FOR (divisive hierachical...

INTLAB
 Referenced in 471 articles
[sw04004]
 univariate and multivariate nonlinear equations (simple and clusters) eigenvalue problems (simple and clusters, also inner ... structured matrices) generalized eigenvalue problems (simple and clusters) quadrature for univariate functions univariate polynomial zeros ... simple and clusters) interval arithmetic for real and complex data including vectors and matrices (very...

SIFT
 Referenced in 631 articles
[sw16554]
 followed by a Hough transform to identify clusters belonging to a single object, and finally...

CRAN
 Referenced in 550 articles
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 modelling, statistical tests, time series analysis, classification, clustering, etc. Please consult the R project homepage...

PRISM
 Referenced in 442 articles
[sw01186]
 randomized distributed algorithms, manufacturing systems and workstation clusters...

SAS/STAT
 Referenced in 436 articles
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 analysis, multivariate analysis, survival analysis, psychometric analysis, cluster analysis, and nonparametric analysis. A few examples...

mclust
 Referenced in 308 articles
[sw00563]
 mclust: Normal Mixture Modeling for ModelBased Clustering, Classification, and Density Estimation , Normal Mixture Modeling ... fitted via EM algorithm for ModelBased Clustering, Classification, and Density Estimation, including Bayesian regularization...

NAG
 Referenced in 423 articles
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 single PC or a cluster of the world’s largest supercomputers, the NAG Library...

ScaLAPACK
 Referenced in 417 articles
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 Intel series, TM CM5, clusters of workstations, and any system for which...

AS 136
 Referenced in 335 articles
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 Algorithm AS 136: A KMeans Clustering Algorithm...

PARDISO
 Referenced in 286 articles
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 with complete pivoting. Parallel on SMPs and Cluster of SMPs. Automatic combination of iterative...

kmeans++
 Referenced in 175 articles
[sw21622]
 means method is a widely used clustering technique that seeks to minimize the average squared ... distance between points in the same cluster. Although it offers no accuracy guarantees, its simplicity ... logk)competitive with the optimal clustering. Preliminary experiments show that our augmentation improves both...

Neural Network Toolbox
 Referenced in 178 articles
[sw07378]
 applications such as data fitting, pattern recognition, clustering, timeseries prediction, and dynamic system modeling ... data across multicore processors, GPUs, and computer clusters using Parallel Computing Toolbox...

apcluster
 Referenced in 116 articles
[sw11001]
 apcluster: Affinity Propagation Clustering. The apcluster package implements Frey’s and Dueck’s Affinity Propagation ... clustering in R. The algorithms are largely analogous to the Matlab code published by Frey ... algorithm for exemplarbased agglomerative clustering that can also be used to join clusters obtained ... Various plotting functions are available for analyzing clustering results...

APCluster
 Referenced in 115 articles
[sw11002]
 Affinity propagation (AP) is a clustering algorithm that has been introduced by Brendan J. Frey ... identifies exemplars among data points and forms clusters of data points around these exemplars ... until a good set of exemplars and clusters emerges.” AP has been applied in various ... implements leveraged affinity propagation, exemplarbased agglomerative clustering, and various tools for visual analysis...

Silhouettes
 Referenced in 198 articles
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 interpretation and validation of cluster analysis...

NEURON
 Referenced in 187 articles
[sw03059]
 spike patterns exhibits superlinear speedup on Beowulf clusters and demonstrates that spike communication overhead...

NTRU
 Referenced in 182 articles
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 suggested by polynomial algebra combined with a clustering principle based on elementary probability theory...

Hadoop
 Referenced in 130 articles
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 distributed processing of large data sets across clusters of computers using simple programming models ... highlyavailable service on top of a cluster of computers, each of which...