Package: streamMOA 1.3-1

streamMOA: Interface for MOA Stream Clustering Algorithms

Interface for data stream clustering algorithms implemented in the MOA (Massive Online Analysis) framework (Albert Bifet, Geoff Holmes, Richard Kirkby, Bernhard Pfahringer (2010). MOA: Massive Online Analysis, Journal of Machine Learning Research 11: 1601-1604).

Authors:Michael Hahsler [aut, cre, cph], John Forrest [aut, cph], Matthew Bolanos [ctb], Matthias Carnein [ctb], Dalibor Krleža [ctb]

streamMOA_1.3-1.tar.gz
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streamMOA.pdf |streamMOA.html✨
streamMOA/json (API)
NEWS

# Install 'streamMOA' in R:

install.packages('streamMOA', repos = c('https://mhahsler.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/mhahsler/streammoa/issues

Uses libs:

openjdk– OpenJDK Java runtime, using Hotspot JIT

On CRAN:

clustering datamining datastream

16 exports 12 stars 1.78 score 26 dependencies 633 downloads

Last updated 3 months agofrom:f0d49f70b4

Exports:clean_outliers DSC_BICO_MOA DSC_CluStream DSC_ClusTree DSC_DenStream DSC_DStream_MOA DSC_MCOD DSC_MOA DSC_StreamKM DSClassifier_MOA DSD_MOA DSD_RandomRBFGeneratorEvents DSOutlier_MCOD DSRegressor_MOA get_outlier_positions recheck_outlier

Dependencies:BH class clue cluster clusterGeneration dbscan DEoptimR diptest flexmix fpc generics kernlab lattice magrittr MASS mclust mlbench modeltools nnet prabclus proxy Rcpp rJava robustbase rpart stream

Introduction to streamMOA

Rendered fromstreamMOA.Rnwusingutils::Sweaveon Jul 19 2024.

Last update: 2024-04-20
Started: 2015-12-06

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
BICO - Fast computation of k-means coresets in a data stream	DSC_BICO_MOA
CluStream Data Stream Clusterer	CluStream clustream DSC_CluStream DSC_CluStream_MOA
ClusTree Data Stream Clusterer	ClusTree clustree DSC_ClusTree
DenStream Data Stream Clusterer	DenStream denstream DSC_DenStream DSC_DenStream_MOA
D-Stream Data Stream Clustering Algorithm	DSC_DStream_MOA
Micro-cluster Continuous Outlier Detector (MCOD)	clean_outliers DSC_MCOD DSC_MCOD_MOA DSOutlier_MCOD DSOutlier_MCOD_MOA get_outlier_positions MCOD recheck_outlier
DSC_MOA Class	DSC_MOA
streamKM++	DSC_StreamKM StreamKM streamkm
DSClassifier_MOA - MOA-based Stream Classifiers	DSClassifier_MOA predict.DSClassifier_MOA update.DSClassifier_MOA
Base class for MOA-based Data Stream Generators	DSD_MOA
Random RBF Generator Events Data Stream Generator	DSD_RandomRBFGeneratorEvents
DSRegressor_MOA - MOA-based Stream Regressors	DSRegressor_MOA predict.DSRegressor_MOA update.DSRegressor_MOA