# Infrastructure for Data Stream Mining

## Documentation for package ‘stream’ version 1.4-0

- DESCRIPTION file.
- User guides, package vignettes and other documentation.

## Help Pages

A B C D E G K M N P R S U W

## -- A --

add_cluster | DSD Moving Generator
add_keyframe | Moving Generator Cluster
animate | Animates the plotting of a DSD and the clustering process
animate_cluster | Animates the plotting of a DSD and the clustering process
animate_data | Animates the plotting of a DSD and the clustering process
animation | Animates the plotting of a DSD and the clustering process

## -- B --

BICO | BICO - Fast computation of k-means coresets in a data stream
bico | BICO - Fast computation of k-means coresets in a data stream
BIRCH | Balanced Iterative Reducing Clustering using Hierarchies
birch | Balanced Iterative Reducing Clustering using Hierarchies

## -- C --

change_alpha | DBSTREAM clustering algorithm
clean_outliers | Clean Outliers from the Outlier Detecting Clusterer
clean_outliers.DSC_Outlier | Clean Outliers from the Outlier Detecting Clusterer
close_stream | Read a Data Stream from File

## -- D --

D-Stream | D-Stream Data Stream Clustering Algorithm
d-stream | D-Stream Data Stream Clustering Algorithm
DBSTREAM | DBSTREAM clustering algorithm
dbstream | DBSTREAM clustering algorithm
DefaultEvalCallback | Default Class for Evaluation Callbacks
description | Data Stream Data Generator Base Classes
DSC | Data Stream Clusterer Base Classes
DSClassify | Abstract Class for Data Stream Classifiers
DSC_BICO | BICO - Fast computation of k-means coresets in a data stream
DSC_BIRCH | Balanced Iterative Reducing Clustering using Hierarchies
DSC_DBSCAN | DBSCAN Macro-clusterer
DSC_DBSTREAM | DBSTREAM clustering algorithm
DSC_DStream | D-Stream Data Stream Clustering Algorithm
DSC_EA | Evolutionary Algorithm
DSC_evoStream | evoStream - Evolutionary Stream Clustering
DSC_Hierarchical | Hierarchical Micro-Cluster Reclusterer
DSC_Kmeans | Kmeans Macro-clusterer
DSC_Macro | Abstract Class for Macro Clusterers
DSC_Micro | Abstract Class for Micro Clusterers
DSC_Outlier | Abstract Class for Outlier Detection Clusterers
DSC_R | Data Stream Clusterer Base Classes
DSC_Reachability | Reachability Micro-Cluster Reclusterer
DSC_Sample | Extract a Fixed-size Sample from a Data Stream
DSC_SinglePass | Abstract Class for Single-Pass Clusterers
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_MovingGenerator | DSD Moving Generator
DSD_R | Data Stream Data Generator Base Classes
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 Data Streams
DSO | Data Stream Operator Base Classes
DSO_Sample | 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
dstream | D-Stream Data Stream Clustering Algorithm

## -- E --

EvalCallback | Abstract Class for Evaluation Callbacks
evaluate | Evaluate Clusterings
evaluate_callback | Abstract Class for Evaluation Callbacks
evaluate_cluster | Evaluate Clusterings
evaluate_cluster_with_callbacks | Evaluate Clusterings
evaluate_with_callbacks | Evaluate Clusterings

## -- G --

get_assignment | Assignment Data Points to Clusters
get_attraction | D-Stream Data Stream Clustering Algorithm
get_centers | Get Cluster Centers from a DSC
get_clusters | DSD Moving Generator
get_cluster_assignments | DBSTREAM clustering algorithm
get_copy | Create a Deep Copy of a DSC Object
get_keyframes | Moving Generator Cluster
get_macroclusters | Data Stream Clusterer Base Classes
get_macroweights | Data Stream Clusterer Base Classes
get_microclusters | Data Stream Clusterer Base Classes
get_microweights | Data Stream Clusterer Base Classes
get_outlier_positions | Abstract Class for Outlier Detection Clusterers
get_points | Get Points from a Data Stream Generator
get_shared_density | DBSTREAM clustering algorithm
get_weights | Get Cluster Weights

## -- K --

keyframe | Moving Generator Cluster

## -- M --

MGC | Moving Generator Cluster
MGC_Function | Moving Generator Cluster
MGC_Linear | Moving Generator Cluster
MGC_Noise | Moving Generator Cluster
MGC_Random | Moving Generator Cluster
MGC_Shape_Block | Moving Generator Cluster
MGC_Shape_Gaussian | Moving Generator Cluster
MGC_Static | Moving Generator Cluster
microToMacro | Translate Micro-cluster IDs to Macro-cluster IDs
MovingGenerator | DSD Moving Generator

## -- N --

nclusters | nclusters
noutliers | Abstract Class for Outlier Detection Clusterers

## -- P --

plot | Plotting Data Stream Data and Clusterings
plot.DSC | Plotting Data Stream Data and Clusterings
plot.DSD | Plotting Data Stream Data and Clusterings
print.stream_eval | Evaluate Clusterings
prune_clusters | Prune Clusters from a Clustering

## -- R --

readDSC | Save and Read DSC Objects
recheck_outlier | Abstract Class for Outlier Detection Clusterers
recluster | Re-clustering micro-clusters
remove_cluster | DSD Moving Generator
remove_keyframe | Moving Generator Cluster
reset_stream | Reset a Data Stream to its Beginning

## -- S --

save | Save and Read DSC Objects
saveDSC | Save and Read DSC Objects
scale_stream | Read a Data Stream from File

## -- U --

update | Update a Data Stream Clustering Model
update.DSC_R | Update a Data Stream Clustering Model
update.DSC_TwoStage | Update a Data Stream Clustering Model
update.DSO_Sample | Update a Data Stream Clustering Model
update.DSO_Window | Update a Data Stream Clustering Model

## -- W --

write_stream | Write a Data Stream to a File
write_stream.DSD | Write a Data Stream to a File