OSFDSN Paper - Data
Description
Supplementary data (source code and results spreadsheets) of the paper "A fast online stacked regressor to handle concept drifts", currently submitted to Engineering Applications of Artificial Intelligence.
Files
Steps to reproduce
To reproduce our experiments you must have a computer with Linux and MATLAB installed. We used Ubuntu 20.04 and MATLAB 9.4. 1) Download the zipped file "MendeleyData_v2.zip" and extract anywhere (e.g. to a "Source" folder) 2) Go to "Source" folder (e.g. "cd /home/user/Source") 3) Open MATLAB and run "test_smaller.m" and "test_all.m" scripts After some long time, the results will be stored in the file "results_smaller.mat", "results_all.mat". These files are included in the "results" folder, but you can generate them by using Step (3). Our results were analyzed using the three files above and four scripts: S1_genTablesDataset; S2_genTableMetric; S3_statTest and S4_genTex; Each script has a header explaining what the code does. Please read it before running the script. Note: These codes use the MATLAB-Python Interface. You need to configure MATLAB to run python3. The following packages must be installed using pip: "pip3 install --user mondrianforest numpy"