prepare a computer program to develop a Linear Support Vector Machine SVM. Your program must be capable to incorporate and answer the problems given below. Prepare a report and deliver the report altogether with a data set (Reuters 21578 corpus or other multiclass text classification corpus) and program code. The grading for assignment will be mainly based on the written report, program code. The programming language will be Matlab and using any standard SVM library is not permitted. However by using a library to just resolve the optimization problem in Linear SVM is permissible.

1) Interpret the outcomes you obtained with distinct values of penalty multiplier parameter in the Linear SVM.

2) Discuss how you can raise the generalization property of your Linear SVM?