MOAManager: A tool to support data stream experiments

Summary This short communication describes Massive Online Analysis Manager Hypertext Preprocessor framework (MOAManager), an open‐source web tool that assists in the creation, execution, extraction, and formatting of experiments in online environments using the MOA framework. MOAManager also brings...

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Bibliographic Details
Published in:Software, practice & experience practice & experience, 2020-04, Vol.50 (4), p.325-334
Main Authors: Maciel, Bruno I. F., Santos, Silas G. T. C., Barros, Roberto S. M.
Format: Article
Language:English
Subjects:
concept drift
Data analysis
Data transmission
Experiments
Hypertext
online learning
performance analysis
Performance evaluation
PHP
statistical analysis
Statistical tests
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Summary:Summary This short communication describes Massive Online Analysis Manager Hypertext Preprocessor framework (MOAManager), an open‐source web tool that assists in the creation, execution, extraction, and formatting of experiments in online environments using the MOA framework. MOAManager also brings together a set of features for data analysis, including the calculation of metrics and statistical tests for performance evaluation. The purpose of the tool is to provide a structure that automates several repetitive experimental steps, helping the users to customize, run, and analyze the experiments quickly and reliably, enabling gains in productivity.
ISSN:0038-0644
1097-024X
DOI:10.1002/spe.2795