Infrastructure for Data Stream Mining
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Documentation for package ‘stream’ version 2.0-2
Help Pages
-- A --
| add_cluster | DSD Moving Generator |
| add_cluster.DSD_MG | DSD Moving Generator |
| add_keyframe | Moving Generator Cluster |
| agreement | Agreement-based Measures for Clustering |
| animate | Animates the Plotting of a Data Streams |
| animate_cluster | Animates Plots of the Clustering Process |
| animate_data | Animates the Plotting of a Data Streams |
| animation | Animates the Plotting of a Data Streams |
-- 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 |
| close_stream | Close a Data Stream |
| close_stream.DSD_ReadCSV | Read a Data Stream from a File or a Connection |
| close_stream.DSD_ReadDB | Read a Data Stream from an open DB Query |
| close_stream.DSD_ReadStream | Read a Data Stream from a File or a Connection |
| close_stream.DSF | Data Stream Filter Base Classes |
| close_stream.DST_WriteStream | Task to Write a Stream to a File or a Connection |
-- D --
| D-Stream | D-Stream Data Stream Clustering Algorithm |
| d-stream | D-Stream Data Stream Clustering Algorithm |
| DBSCAN | DBSCAN Macro-clusterer |
| dbscan | DBSCAN Macro-clusterer |
| DBSTREAM | DBSTREAM Clustering Algorithm |
| dbstream | DBSTREAM Clustering Algorithm |
| description | Conceptual Base Class for All Data Stream Mining Tasks |
| DSAggregate | Data Stream Aggregator Base Classes |
| DSAggregate_Sample | Sampling from a Data Stream (Data Stream Operator) |
| DSAggregate_Window | Sliding Window (Data Stream Operator) |
| DSC | Data Stream Clustering Base Class |
| DSClassifier | Abstract Class for Data Stream Classifiers |
| DSClassifier_SlidingWindow | DSClassifier_SlidingWindow - Data Stream Classifier Using a Sliding Window |
| 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 | Reclustering using an 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 (Offline Component) |
| DSC_Micro | Abstract Class for Micro Clusterers (Online Component) |
| DSC_R | Abstract Class for Implementing R-based Clusterers |
| DSC_Reachability | Reachability Micro-Cluster Reclusterer |
| DSC_Sample | Extract a Fixed-size Sample from a Data Stream |
| DSC_SlidingWindow | DSC_SlidingWindow - Data Stream Clusterer Using a Sliding Window |
| 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 Dynamic Data Stream Benchmarks |
| 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_Mixture | Mixes Data Points from Several Streams into a Single Stream |
| DSD_mlbenchData | Stream Interface for Data Sets From mlbench |
| DSD_mlbenchGenerator | mlbench Data Stream Generator |
| DSD_NULL | Placeholder for a DSD Stream |
| DSD_R | Data Stream Data Generator Base Classes |
| DSD_ReadCSV | Read a Data Stream from a File or a Connection |
| DSD_ReadDB | Read a Data Stream from an open DB Query |
| DSD_ReadStream | Read a Data Stream from a File or a Connection |
| DSD_ScaleStream | Deprecated DSD_ScaleStream |
| DSD_Target | Target Data Stream Generator |
| DSD_UniformNoise | Uniform Noise Data Stream Generator |
| DSF | Data Stream Filter Base Classes |
| DSFP | Abstract Class for Frequent Pattern Mining Algorithms for Data Streams |
| DSF_Convolve | Apply a Filter to a Data Stream |
| DSF_Downsample | Downsample a Data Stream |
| DSF_dplyr | Apply a dplyr Transformation to a Data Stream |
| DSF_ExponentialMA | Exponential Moving Average over a Data Stream |
| DSF_FeatureSelection | Select Features for a Data Stream |
| DSF_Func | Apply a Function to Transformation to a Data Stream |
| DSF_Scale | Scale a Data Stream |
| DSOutlier | Abstract Class for Data Stream Outlier Detectors |
| DSOutlier_DBSTREAM | DBSTREAM Clustering Algorithm |
| DSOutlier_DStream | D-Stream Data Stream Clustering Algorithm |
| DSRegressor | Abstract Class for Data Stream Regressors |
| DSRegressor_SlidingWindow | DSRegressor_SlidingWindow - Data Stream Regressor Using a Sliding Window |
| DST | Conceptual Base Class for All Data Stream Mining Tasks |
| dstream | D-Stream Data Stream Clustering Algorithm |
| DST_Multi | Apply Multiple Task to the Same Data Stream |
| DST_Runner | Create a Data Stream Pipeline |
| DST_SlidingWindow | DST_SlidingWindow - Call R Functions on a Sliding Window |
| DST_WriteStream | Task to Write a Stream to a File or a Connection |
-- E --
| evaluate | Evaluate a Data Stream Mining Task |
| evaluate.DSC | Evaluate a Stream Clustering Task |
| evaluate_static | Evaluate a Data Stream Mining Task |
| evaluate_static.DSC | Evaluate a Stream Clustering Task |
| evaluate_stream | Evaluate a Data Stream Mining Task |
| evaluate_stream.DSC | Evaluate a Stream Clustering Task |
-- F --
| filter_diff | Apply a Filter to a Data Stream |
| filter_Hamming | Apply a Filter to a Data Stream |
| filter_MA | Apply a Filter to a Data Stream |
| filter_Sinc | Apply a Filter to a Data Stream |
-- G --
| get_assignment | Assignment Data Points to Clusters deprecated |
| get_assignment.DSC | Assignment Data Points to Clusters deprecated |
| get_attraction | D-Stream Data Stream Clustering Algorithm |
| get_centers | Data Stream Clustering Base Class |
| get_clusters | DSD Moving Generator |
| get_copy | Data Stream Clustering Base Class |
| get_keyframes | Moving Generator Cluster |
| get_macroclusters | Data Stream Clustering Base Class |
| get_macroweights | Data Stream Clustering Base Class |
| get_microclusters | Data Stream Clustering Base Class |
| get_microweights | Data Stream Clustering Base Class |
| get_model | Conceptual Base Class for All Data Stream Mining Tasks |
| get_points | Get Points from a Data Stream Generator |
| get_points.DSAggregate | Data Stream Aggregator Base Classes |
| get_points.DSD | Get Points from a Data Stream Generator |
| get_points.DSF | Data Stream Filter Base Classes |
| get_shared_density | DBSTREAM Clustering Algorithm |
| get_weights | Data Stream Clustering Base Class |
| get_weights.DSAggregate | Data Stream Aggregator Base Classes |
-- 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_Static | Moving Generator Cluster |
| microToMacro | Abstract Class for Macro Clusterers (Offline Component) |
-- N --
| nclusters | Data Stream Clustering Base Class |
-- P --
| plot | Plot Data Stream Data |
| plot.DSC | Plot Results of a Data Stream Clustering |
| plot.DSC_DBSTREAM | DBSTREAM Clustering Algorithm |
| plot.DSC_DStream | D-Stream Data Stream Clustering Algorithm |
| plot.DSD | Plot Data Stream Data |
| pow2 | Apply a Filter to a Data Stream |
| predict | Make a Prediction for a Data Stream Mining Task |
| predict.DSC | Make a Prediction for a Data Stream Mining Task |
| predict.DST | Make a Prediction for a Data Stream Mining Task |
| predict.DST_SlidingWindow | DST_SlidingWindow - Call R Functions on a Sliding Window |
| prune_clusters | Prune Clusters from a Clustering |
-- R --
| readDSC | Save and Read DSC Objects |
| read_saveDSC | Save and Read DSC Objects |
| recluster | Re-clustering micro-clusters |
| recluster.DSC_Macro | Re-clustering micro-clusters |
| remove_cluster | DSD Moving Generator |
| remove_info | Get Points from a Data Stream Generator |
| remove_keyframe | Moving Generator Cluster |
| reset_stream | Reset a Data Stream to its Beginning |
| reset_stream.DSF | Data Stream Filter Base Classes |
-- S --
| saveDSC | Save and Read DSC Objects |
| Shape_Block | Moving Generator Cluster |
| Shape_Gaussian | Moving Generator Cluster |
| stream_pipeline | Create a Data Stream Pipeline |
-- U --
| update | Update a Data Stream Mining Task Model with Points from a Stream |
| update.DSAggregate | Data Stream Aggregator Base Classes |
| update.DSC_R | Abstract Class for Implementing R-based Clusterers |
| update.DSF | Data Stream Filter Base Classes |
| update.DST | Update a Data Stream Mining Task Model with Points from a Stream |
| update.DST_SlidingWindow | DST_SlidingWindow - Call R Functions on a Sliding Window |
-- W --
| write_stream | Write a Data Stream to a File |