Especially, if you have an interesting script that you might want to share with other MemBrain users, please post it within a new topic in this forum. Try to choose a title for your topic that allows other users to quickly identify the basic purpose of your script.
When working with time series prediction quite sophisticated data manipulation and operational steps must be undertaken. Because of this I generated a script which automizes the whole procedure of data preparation, training, validation and extrapolation into the future.
The script contains a text passage in its header with important additional information. Please read through this text before to start working with the script.
Should you have any questions or comments please post them here with this thread.
ATTENTION: As allways, I can not guarantee for the correctness of the script or the generated data! Use of this script is as always at your own risk!
Note: The CSV files which come with this packet have been generated on a machine with German operating system. As such, they use the field limiter 'semocolon' (';') and the decimal limiter 'comma' (',').
Should the script be used on a machine with anglo-american operating system setting then the characters in the CSV files must be replaced accordingly:
First, replace all ',' by '.' - then replace all ';' by','.
<Edit 2014-02-09>: Zip file replaced, integrated more options
<Edit 2014-11-04>: Zip file replaced, extended functionality to use with time invariant nets through enhanced data pre-processing
<Edit 2015-02-29>: Replaced zip file of variant with 'rolling training data set': Bug fix and performance improvements
<Edit 2015-03-31>: Replaced zip file of variant without 'rolling training data set': Performance improvements and additional trace window outputs
- zip file containing script and all required example files. Variant with fix training and validation data set separation and with adjustable number of data points to be extrapolated into the future. Creates a separate folder when being extracted.
- (39.62 KiB) Downloaded 592 times
- zip file containing script and all required example files. Variant with rolling training data set and exrapolation, one data point into the future for each rolling action. Currently no predictions into the future are performed with this script version beyond the data provided with the analysis data set. I.e., currently can only be used for testing the ideal net architecture and prediction quality. Use other script variant for prediction into the future. Creates a separate folder when being extracted.
- (34.56 KiB) Downloaded 588 times