stream: Infrastructure for Data Stream Mining
Version 1.2-4

A framework for data stream modeling and associated data mining tasks such as clustering and classification. The development of this package was supported in part by NSF IIS-0948893 and NIH R21HG005912.

AuthorMichael Hahsler [aut, cre, cph], Matthew Bolanos [aut, cph], John Forrest [aut, cph]
Date of publication2017-02-26 16:24:25
MaintainerMichael Hahsler <mhahsler@lyle.smu.edu>
LicenseGPL-3
Version1.2-4
URL http://lyle.smu.edu/IDA/TRACDS/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("stream")

Getting started

README.md

Popular man pages

animation: Animates the plotting of a DSD and the clustering process
DSC_DBSTREAM: DBSTREAM clustering algorithm
DSC_DStream: D-Stream Data Stream Clustering Algorithm
DSD_ReadCSV: Read a Data Stream from File
DST: Abstract Base Class for All Data Stream Mining Tasks
MGC: Moving Generator Cluster
plot: Plotting Data Stream Data and Clusterings
See all...

All man pages Function index File listing

Man pages

animation: Animates the plotting of a DSD and the clustering process
DSC: Data Stream Clusterer Base Classes
DSC_DBSCAN: DBSCAN Macro-clusterer
DSC_DBSTREAM: DBSTREAM clustering algorithm
DSC_DStream: D-Stream Data Stream Clustering Algorithm
DSC_Hierarchical: Hierarchical Micro-Cluster Reclusterer
DSC_Kmeans: Kmeans Macro-clusterer
DSClassify: Abstract Class for Data Stream Classifiers
DSC_Macro: Abstract Class for Macro Clusterers
DSC_Micro: Abstract Class for Micro Clusterers
DSC_Reachability: Reachability Micro-Cluster Reclusterer
DSC_Sample: Extract a Fixed-size Sample from a Data Stream
DSC_Static: Create as Static Copy of a Clustering
DSC_TwoStage: TwoStage Clustering Process
DSC_Window: A sliding window from a Data Stream
DSD: Data Stream Data Generator Base Classes
DSD_BarsAndGaussians: Data Stream Generator for Bars and Gaussians
DSD_Benchmark: Data Stream Generator for Benchmark Data
DSD_Cubes: Static Cubes Data Stream Generator
DSD_Gaussians: Mixture of Gaussians Data Stream Generator
DSD_Memory: A Data Stream Interface for Data Stored in Memory
DSD_MG: DSD Moving Generator
DSD_mlbenchData: Stream Interface for Data Sets From mlbench
DSD_mlbenchGenerator: mlbench Data Stream Generator
DSD_ReadCSV: Read a Data Stream from File
DSD_ReadDB: Read a Data Stream from an open DB Query
DSD_ScaleStream: Scale a Stream from a DSD
DSD_Target: Target Data Stream Generator
DSD_UniformNoise: Uniform Noise Data Stream Generator
DSFP: Abstract Class for Frequent Pattern Mining Algorithms for...
DSO: Data Stream Operator Base Classes
DSO_Sampling: Sampling from a Data Stream (Data Stream Operator)
DSO_Window: Sliding Window (Data Stream Operator)
DST: Abstract Base Class for All Data Stream Mining Tasks
evaluate: Evaluate Clusterings
get_assignment: Assignment Data Points to Clusters
get_centers: Get Cluster Centers from a DSC
get_copy: Create a Deep Copy of a DSC Object
get_points: Get Points from a Data Stream Generator
get_weights: Get Cluster Weights
MGC: Moving Generator Cluster
microToMacro: Translate Micro-cluster IDs to Macro-cluster IDs
nclusters: nclusters
plot: Plotting Data Stream Data and Clusterings
prune_clusters: Prune Clusters from a Clustering
recluster: Re-clustering micro-clusters
reset_stream: Reset a Data Stream to its Beginning
save: Save and Read DSC Objects
update: Update a Data Stream Clustering Model
write_stream: Write a Data Stream to a File

Functions

D-Stream Man page
DBSTREAM Man page
DSC Man page Source code
DSC_DBSCAN Man page Source code
DSC_DBSTREAM Man page Source code
DSC_DStream Man page Source code
DSC_Hierarchical Man page Source code
DSC_Kmeans Man page Source code
DSC_Macro Man page Source code
DSC_Micro Man page Source code
DSC_R Man page Source code
DSC_Reachability Man page Source code
DSC_Sample Man page Source code
DSC_Static Man page Source code
DSC_TwoStage Man page Source code
DSC_Window Man page Source code
DSClassify Man page
DSD Man page Source code
DSD_BarsAndGaussians Man page Source code
DSD_Benchmark Man page Source code
DSD_Cubes Man page Source code
DSD_Gaussians Man page Source code
DSD_MG Man page Source code
DSD_Memory Man page Source code
DSD_MovingGenerator Man page
DSD_R Man page Man page Man page Source code
DSD_ReadCSV Man page Source code
DSD_ReadDB Man page Source code
DSD_ScaleStream Man page Source code
DSD_Target Man page Source code
DSD_UniformNoise Man page Source code
DSD_mlbenchData Man page Source code
DSD_mlbenchGenerator Man page Source code
DSFP Man page
DSO Man page
DSO_Sample Man page Source code
DSO_Window Man page Source code
DST Man page
MGC Man page
MGC_Function Man page Source code
MGC_Linear Man page Source code
MGC_Noise Man page Source code
MGC_Random Man page Source code
MGC_Shape_Block Man page Source code
MGC_Shape_Gaussian Man page Source code
MGC_Static Man page Source code
MovingGenerator Man page
add_cluster Man page Source code
add_cluster.DSD_MG Source code
add_keyframe Man page Source code
add_keyframe.MGC_Linear Source code
animate Man page
animate_cluster Man page Source code
animate_data Man page Source code
animation Man page
centroids Source code
change_alpha Man page Source code
classPurity Source code
close_stream Man page Source code
clue_agreement Source code
cluster.ani Source code
colMax Source code
d-stream Man page
dbstream Man page
desc Source code
description Man page Man page Source code
description.DSC Source code
description.DSD Source code
description.DSO Source code
description.default Source code
dstream Man page
ellipsePoints Source code
evaluate Man page Source code Source code
evaluate_cluster Man page Source code
f1 Source code
get_assignment Man page Source code
get_assignment.DSC Source code
get_assignment.DSC_DBSTREAM Source code
get_assignment.DSC_DStream Source code
get_assignment.DSC_TwoStage Source code
get_attraction Man page Source code
get_centers Man page Source code
get_centers.DSC_Macro Source code
get_centers.DSC_Micro Source code
get_centers.DSC_TwoStage Source code
get_centers.default Source code
get_cluster_assignments Man page Source code
get_clusters Man page Source code
get_clusters.DSD_MG Source code
get_copy Man page Source code
get_copy.DSC_R Source code
get_copy.DSC_TwoStage Source code
get_copy.default Source code
get_keyframes Man page Source code
get_keyframes.MGC_Linear Source code
get_macroclusters Man page Source code
get_macroclusters.DSC Source code
get_macroclusters.DSC_DBSTREAM Source code
get_macroclusters.DSC_DStream Source code
get_macroclusters.DSC_R Source code
get_macroweights Man page Source code
get_macroweights.DSC Source code
get_macroweights.DSC_DBSTREAM Source code
get_macroweights.DSC_DStream Source code
get_macroweights.DSC_R Source code
get_microclusters Man page Source code
get_microclusters.DSC Source code
get_microclusters.DSC_R Source code
get_microweights Man page Source code
get_microweights.DSC Source code
get_microweights.DSC_R Source code
get_points Man page Source code
get_points.DSD_BarsAndGaussians Source code
get_points.DSD_Cubes Source code
get_points.DSD_Gaussians Source code
get_points.DSD_MG Source code
get_points.DSD_Memory Source code
get_points.DSD_ReadCSV Source code
get_points.DSD_ReadDB Source code
get_points.DSD_ScaleStream Source code
get_points.DSD_Target Source code
get_points.DSD_UniformNoise Source code
get_points.DSD_mlbenchGenerator Source code
get_points.DSO_Sample Source code
get_points.DSO_Window Source code
get_points.default Source code
get_shared_density Man page Source code
get_type Source code
get_weights Man page Source code
get_weights.DSC_Macro Source code
get_weights.DSC_Micro Source code
get_weights.DSC_TwoStage Source code
get_weights.DSO_Sample Source code
get_weights.DSO_Window Source code
get_weights.default Source code
keyframe Man page Source code
kmeansW Source code
kmnsw Source code
line_break Source code
make_block Source code
map Source code
map_int Source code
microToMacro Man page Source code
microToMacro.DSC_DBSTREAM Source code
microToMacro.DSC_DStream Source code
microToMacro.DSC_R Source code
microToMacro.DSC_TwoStage Source code
microToMacro.default Source code
nclusters Man page Source code
nclusters.DSC Source code
nodots Source code
numClasses Source code
numClusters Source code
plot Man page
plot.DSC Man page Source code
plot.DSC_DBSTREAM Source code
plot.DSC_DStream Source code
plot.DSD Man page Source code
precision Source code
print.DSC Source code
print.DSD Source code
print.DSD_MG Source code
print.DSD_Memory Source code
print.DSO Source code
print.MGC Source code
print.MGC_Linear Source code
print.stream_eval Man page Source code
prune_clusters Man page Source code
purity Source code
readDSC Man page Source code
recall Source code
recluster Man page Source code
recluster.DSC Source code
recluster.DSC_Macro Source code
remove_cluster Man page Source code
remove_cluster.DSD_MG Source code
remove_keyframe Man page Source code
remove_keyframe.MGC_Linear Source code
reset_stream Man page Source code
reset_stream.DSD Source code
reset_stream.DSD_MG Source code
reset_stream.DSD_Memory Source code
reset_stream.DSD_ReadCSV Source code
reset_stream.DSD_ScaleStream Source code
rowMax Source code
save Man page
saveDSC Man page Source code
scale_stream Man page Source code
silhouette Source code
ssq Source code
summary.DSC Source code
summary.DSD Source code
update Man page
update.DSC_R Man page Source code
update.DSC_TwoStage Man page Source code
update.DSO_Sample Man page Source code
update.DSO_Window Man page Source code
write_stream Man page Source code
write_stream.DSD Source code
write_stream.default Source code

Files

inst
inst/examples
inst/examples/kddcup10000.data.gz
inst/CITATION
inst/doc
inst/doc/stream.Rnw
inst/doc/stream.pdf
inst/doc/stream_extension.pdf
inst/doc/stream_extension.R
inst/doc/stream.R
inst/doc/stream_extension.Rnw
tests
tests/testthat.R
tests/testthat
tests/testthat/test-DSC.R
tests/testthat/test-DSD.R
src
src/NumericVector.h
src/DStream.cpp
src/DBSTREAM.cpp
src/dist.h
src/kmeansw.cc
src/init.c
src/RcppExports.cpp
src/NumericVector.cpp
src/kmeansw.h
NAMESPACE
NEWS.md
R
R/DSO_Window.R
R/DSD_Target.R
R/MGC_Static.R
R/DSD_mlbenchData.R
R/DSC_Window.R
R/DSD_Cubes.R
R/evaluate.R
R/DSO.R
R/DSC.R
R/DSC_Kmeans.R
R/DSD_Gaussians.R
R/DSC_Macro.R
R/DSD_UniformNoise.R
R/kmeansW.R
R/MGC.R
R/recluster.R
R/get_assignment.R
R/map.R
R/MGC_Function.R
R/write_stream.R
R/animation.R
R/DSC_Hierarchical.R
R/DSD_Benchmarks.R
R/DSC_TwoStage.R
R/ellipse.R
R/DSC_DBSCAN.R
R/RcppExports.R
R/description.R
R/DSC_DStream.R
R/DSD_Memory.R
R/DSD_ReadCSV.R
R/DSD_mlbenchGenerator.R
R/DSD_ScaleStream.R
R/DSD_BarsAndGaussians.R
R/DSD.R
R/DSC_Micro.R
R/save.R
R/get_type.R
R/DSC_R.R
R/DSC_DBSTREAM.R
R/MGC_Random.R
R/DSC_Reachability.R
R/DSD_ReadDB.R
R/MGC_Shape.R
R/MGC_Noise.R
R/MGC_Linear.R
R/DSC_Sample.R
R/DSD_MG.R
R/DSO_Sample.R
R/prune_clusters.R
R/zzz.R
R/AAA.R
R/DSC_Static.R
vignettes
vignettes/dsd_uml.odg
vignettes/interaction.odg
vignettes/architecture.odg
vignettes/stream.Rnw
vignettes/dsd_uml.pdf
vignettes/interaction.pdf
vignettes/eval.pdf
vignettes/dst_uml.pdf
vignettes/stream.bib
vignettes/dst_uml.odg
vignettes/classes.pdf
vignettes/architecture.pdf
vignettes/mcs.pdf
vignettes/stream_extension.Rnw
vignettes/time.pdf
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/DSC_Sample.Rd
man/DSC_Static.Rd
man/DSD_Gaussians.Rd
man/DSC_Hierarchical.Rd
man/DSD_mlbenchData.Rd
man/DSO.Rd
man/DSC.Rd
man/DSO_Sampling.Rd
man/DSD.Rd
man/DSC_TwoStage.Rd
man/write_stream.Rd
man/DSC_Kmeans.Rd
man/DSC_Window.Rd
man/microToMacro.Rd
man/DSO_Window.Rd
man/DSD_Benchmark.Rd
man/evaluate.Rd
man/get_assignment.Rd
man/update.Rd
man/get_copy.Rd
man/DSC_DBSCAN.Rd
man/prune_clusters.Rd
man/DSD_mlbenchGenerator.Rd
man/DST.Rd
man/DSD_Target.Rd
man/animation.Rd
man/DSC_DBSTREAM.Rd
man/DSC_Micro.Rd
man/nclusters.Rd
man/DSD_ReadDB.Rd
man/get_weights.Rd
man/DSD_BarsAndGaussians.Rd
man/MGC.Rd
man/DSD_Memory.Rd
man/DSD_Cubes.Rd
man/DSD_ReadCSV.Rd
man/DSFP.Rd
man/DSD_ScaleStream.Rd
man/recluster.Rd
man/DSC_DStream.Rd
man/DSD_MG.Rd
man/plot.Rd
man/reset_stream.Rd
man/DSC_Reachability.Rd
man/DSD_UniformNoise.Rd
man/get_points.Rd
man/DSClassify.Rd
man/get_centers.Rd
man/save.Rd
man/DSC_Macro.Rd
stream documentation built on May 19, 2017, 7:03 a.m.

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Please suggest features or report bugs in the GitHub issue tracker.

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