Data Mining Algorithms In R

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Contents
Articles
Data Mining Algorithms In R 1
Dimensionality Reduction 2
Frequent Pattern Mining 2
Sequence Mining 2
Clustering 3
Classification 3
R Packages 4
Principal Component Analysis 4
Singular Value Decomposition 10
Feature Selection 16
The Eclat Algorithm 21
arulesNBMiner 27
The Apriori Algorithm 35
The FP-Growth Algorithm 43
SPADE 62
DEGSeq 69
K-Means 77
Hybrid Hierarchical Clustering 85
Expectation Maximization (EM) 95
Dissimilarity Matrix Calculation 107
Hierarchical Clustering 113
Density-Based Clustering 120
K-Cores 127
Fuzzy Clustering - Fuzzy C-means 133
RockCluster 142
Biclust 147
Partitioning Around Medoids (PAM) 152
CLUES 164
Self-Organizing Maps (SOM) 167
Proximus 182
CLARA 186
SVM 193
penalizedSVM 203
kNN 213
Outliers 217
Decision Trees 224
Naïve Bayes 232
adaboost 235
JRip 240
RWeka 244
gausspred 245
optimsimplex 246
CCMtools 247
FactoMineR 247
nnet 253

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关键词：Data Mining Algorithms Algorithm Data Mini Matrix

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