gpl streamingml

thumbnail
(0)

Version 1.0.20  by WSO2

Category : Siddhi Execution
Supported Product Version : SP 4.0.0 SP 4.1.0 SP 4.2.0 SP 4.3.0 SP 4.4.0  

Summary

The siddhi-execution-streamingml is an extension to Siddhi that performs streaming machine learning on event streams.



Features provided by gpl streamingml extension


  • AMRulesRegressor stream processor

    This extension performs regression tasks using the AMRulesRegressor algorithm.
  • hoeffdingTreeClassifier stream processor

    This extension performs clustering on a streaming data set.
    Initially a micro cluster model is generated using the ClusTree algorithm, and weighted k-means is periodically applied to micro clusters to generate a macro cluster model with the required number of clusters.
    Data points can be of any dimensionality, but the dimensionality should be constant throughout the stream.
    Euclidean distance is taken as the distance metric.
  • hoeffdingTreeClassifier stream processor

    This extension performs classification using the Hoeffding Adaptive Tree algorithm for evolving data streams that use ADWIN to replace branches with new ones.
  • updateAMRulesRegressor stream processor

    This extension performs the build/update of the AMRules Regressor model for evolving data streams.
  • updateHoeffdingTree stream processor

    This extension performs the build/update of Hoeffding Adaptive Tree for evolving data streams that use ADWIN to replace branches for new ones.

Social Sites