
NbClust
 Referenced in 16 articles
[sw15908]
 indexes for determining the optimal number of clusters in a data set and offers...

CTex
 Referenced in 9 articles
[sw21611]
 colors and estimation of the optimal number of clusters in the image. The texture features...

MOCK
 Referenced in 42 articles
[sw04156]
 explicit optimization of a partitioning with respect to two complementary clustering objectives. Here, we extend ... this idea by describing an advanced multiobjective clustering algorithm, MOCK, with the capacity to identify ... Pareto front, and to automatically determine the number of clusters in a data...

SamP2Cet
 Referenced in 1 article
[sw27818]
 clusters (multicentre trial) or to entire clusters (cluster randomized trial). Such trials need careful planning ... available research resources. The optimal number of clusters and the optimal number of subjects ... cluster for both types of costeffectiveness trials can be determined by using optimal design ... which enables the researchers to optimize the numbers of clusters and subjects per cluster...

BALD
 Referenced in 2 articles
[sw20895]
 statistic to find the optimal number of clusters, and statistical regression models for SNP selection...

ClusterR
 Referenced in 2 articles
[sw31257]
 data) and estimate the optimal number of clusters. The package takes advantage of ’RcppArmadillo...

mlr
 Referenced in 27 articles
[sw12357]
 Learning in R. Interface to a large number of classification and regression techniques, including machine ... also an experimental extension for survival analysis, clustering and general, examplespecific costsensitive learning ... bootstrapping and subsampling. Hyperparameter tuning with modern optimization techniques, for single and multiobjective problems...

MSeasy
 Referenced in 1 article
[sw11282]
 initial_DATA matrix, identifies the optimal number of clusters, produces different files for facilitating...

mbclusterwise
 Referenced in 1 article
[sw27914]
 validation procedure to select the optimal number of clusters and dimensions...

JUNG
 Referenced in 11 articles
[sw12112]
 distribution of JUNG includes implementations of a number of algorithms from graph theory, data mining ... network analysis, such as routines for clustering, decomposition, optimization, random graph generation, statistical analysis...

SparseFIS
 Referenced in 11 articles
[sw13736]
 parts of the rules. Hereby, the number of clusters = rules is predefined and denotes ... reasonable granularity. The second phase optimizes the rule weights in the fuzzy systems with respect...

BotGraph
 Referenced in 3 articles
[sw21754]
 computer cluster, and explore a number of performance optimization techniques. Applying it to two months...

clustRcompaR
 Referenced in 0 articles
[sw18458]
 agglomerative clustering, and kmeans clustering. Selects optimal number of clusters to maximize ”variance explained...

IFPC3D
 Referenced in 5 articles
[sw09125]
 been optimized for running on these Cluster machines. IFPC3D is parallelized using the Message ... over a large number of processors. Moreover, IFPC3D uses an optimized linear algebraic library...

LSSVMlab
 Referenced in 26 articles
[sw07367]
 minimization. In the methods one solves convex optimization problems, typically quadratic programs. Least Squares Support ... Recent developments are in kernel spectral clustering, data visualization and dimensionality reduction, and survival analysis ... SVMlab toolbox contains Matlab/C implementations for a number of LSSVM algorithms...

LCE
 Referenced in 5 articles
[sw25277]
 large number of possibilities. Although many researchers still prefer to use hierarchical clustering ... form or another, this is often suboptimal. Cluster ensemble research solves this problem...

iBBiG
 Referenced in 2 articles
[sw24693]
 Genesets. BBiG is a biclustering algorithm which is optimizes for binary data analysis ... metagene set analysis of large numbers of gene expression datasets. The iterative algorithm extracts ... require prior knowledge of the number or scale of clusters and allows discovery of clusters...

VMDAV
 Referenced in 6 articles
[sw11787]
 size constraints on the resulting clusters or groups; the number of groups is unconstrained ... obtain ing anonymized versions of confidential microdata. Optimally solving microaggregation on multivariate data sets...

IPSepCoLa
 Referenced in 9 articles
[sw09789]
 layout of graphs with grouped nodes (called clusters). In the stress majorization forcedirected layout ... considerably faster than using generic constraint optimization techniques and is comparable in speed to unconstrained ... technique with sample data from a number of practical applications including geneactivation networks, terrorist...

PARMONC
 Referenced in 8 articles
[sw09209]
 fast and reliable longperiod parallel random numbers generator. Routines from the PARMONC ... automatically distributed among processors in an optimal way. The routines enable resuming the simulation that ... PARMONC is implemented on highperformance clusters of the Siberian Supercomputer Center...