An Interface to the AMIDST Toolbox for Data Stream Processing

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Documentation for package ‘ramidst’ version 0.1.0

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ramidst-package ramidst: A package for accessing inference and concept drift detection features provided by the AMIDST Toolbox for handling massive data streams. Visit <URL: http://www.amidsttoolbox.com> for additional information on the AMIDST Toolbox. This package was partially developed as part of the AMIDST and PGMs-SDA projects. AMIDST has received funding from the European Union's 7th Framework Programme for research, technological development and demonstration under grant no. 619209. PGMs-SDA has received funding from the Spanish Ministry of Economy and Competitiveness and FEDER funds under grant TIN2013-46638-C3-1-P.
amidst_data_stream Creates an AMIDST data stream from an arff file
amidst_ds_iterator Creates an iterator over an AMIDST data stream
dbn_generator Generates a random dynamic Bayesian network
dynamic_importance_sampling Runs belief update from a piece of dynamic evidence over a dynamic Bayesian network
generate_stream_from_dbn Generates a stream from a DBN. The DBN is assumed to be a classifier, and therefore there is a class variable.
generate_stream_of_sequences Generates a stream where each item is a full sequence from some dynamic evidence.
importance_sampling_from_stream Runs Importance sampling evidence updating from an AMIDST data stream
load_amidst_bn Loads an AMIDST BN from a fle
load_dynamic_amidst_bn Loads an AMIDST dynamic BN from a fle
load_dynamic_sequence Loads an AMIDST dynamic data sequence from a fle
map_inference_from_stream Runs MAP inference from an AMIDST data stream
mpe_inference_from_stream Runs MPE inference from an AMIDST data stream
nb_concept_drift_detector_from_stream Naive Bayes concept drift detector from an AMIDST data stream
print_amidst_bn Prints an AMIDST model
ramidst ramidst: A package for accessing inference and concept drift detection features provided by the AMIDST Toolbox for handling massive data streams. Visit <URL: http://www.amidsttoolbox.com> for additional information on the AMIDST Toolbox. This package was partially developed as part of the AMIDST and PGMs-SDA projects. AMIDST has received funding from the European Union's 7th Framework Programme for research, technological development and demonstration under grant no. 619209. PGMs-SDA has received funding from the Spanish Ministry of Economy and Competitiveness and FEDER funds under grant TIN2013-46638-C3-1-P.
save_dynamic_amidst_bn Saves an AMIDST dynamic BN to a fle