Module Order Modeling
This assignment involves ordering of software modules, based on the number of faults predicted by a software quality prediction model. Use the predictions obtained with Linear Regression Models we built in Homework I-B. You will use only two of the three models you obtained in Homework I-B. You must use Weka to generate your own models that are used in this assignment.
These are an example of the model outputted by Weka (i.e. do not use these ve
atim):
Linear Regression Model with M5 Method of Attribute Selection:
FAULTS = XXXXXXXXXX * NUMUORS XXXXXXXXXX * NUMUANDS XXXXXXXXXX * TOTOTORS XXXXXXXXXX * VG XXXXXXXXXX * NLOGIC XXXXXXXXXX * LOC XXXXXXXXXX * ELOC XXXXXXXXXX
Linear Regression Model with Greedy Method of Attribute Selection:
FAULTS = XXXXXXXXXX * NUMUORS XXXXXXXXXX * NUMUANDS XXXXXXXXXX * TOTOTORS XXXXXXXXXX * VG XXXXXXXXXX * NLOGIC XXXXXXXXXX * LOC XXXXXXXXXX
Obtain the predictions for both the fit data set and the test data set using the above two models. Perform Module Order Modeling for both fit and test data sets using both regression models.
Compare the performances of MOM for both linear regression models. Use Alberg Diagram and Performance Curve for each Model using fit and test data sets.
Use tables to summarize the results of MOM. Also provide analysis of your summary.
NOTE:
You should NOT start working on this assignment until you have read Reference #5 and #9.
You DO NOT need to use Weka or any other software tool to do this homework after generating the model formula. Any spreadsheet program like Microsoft Excel will suffice.
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