"Weighted SVM"

m_r_nour
m_r_nour New Altair Community Member
edited November 5 in Community Q&A
Weighted SVM is an excellent classifier to deal with unbalanced data.

Do you have any idea , how we can use it in RM?


Answers

  • RalfKlinkenberg
    RalfKlinkenberg New Altair Community Member
    RapidMiner provides several SVM implementations (RapidMiner operators JMySVM, LibSVM, EvoSVM, PsoSVM, ...) and several ways to use weights and/or cost factors:
       
    • JMySVM supports class weights for two class problems.
    •  
    • MetaCost can be used to assign different misclassification costs (weights) to different classes.
  • m_r_nour
    m_r_nour New Altair Community Member
    thank you


    but I do not know how to use Libsvm and moreover how to use meta cost  to tune parameters of Libsvm
    ratio  of no. of data in my dataset are:
    50%,25%,10%,7%,5%,2%,1%
    no of sample 3120 and number of features :57

    I'd be appreciate if you help me to deal with this problem

    regards
    REZA