how i select feature from four different weight technique

fatimidveil
fatimidveil New Altair Community Member
edited November 2024 in Community Q&A
hi everyone hope you all are doing fine .
i am working on my thesis . i apply 4 feature selection techniques such as weight by information gain ,weight by information gain ratio ,weight by Gini index ,weight by Chi sqaure .
And Every technique rank, feature in different order .
what should i do now , how i figure out the best feature from these so that i have to apply my algorithm to find result .\
waiting for your reply 
thanks
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Best Answer

  • lionelderkrikor
    lionelderkrikor New Altair Community Member
    Answer ✓
    Hi @fatimidveil,

    If you want to have average of them for each features, you can take a look at the sample process called "Predictive Maintenance"
    and especially to the "step 2" of this process : The subprocess called "determine influence factors".





    Hope this helps,

    Regards,

    Lionel


Answers

  • fatimidveil
    fatimidveil New Altair Community Member
     am using 4 operator(weight by Information Gain, weight by Information Gain Ratio, weight by Gini Index, weight by Chi Square). then i need to have average of them for each features. 
  • lionelderkrikor
    lionelderkrikor New Altair Community Member
    Answer ✓
    Hi @fatimidveil,

    If you want to have average of them for each features, you can take a look at the sample process called "Predictive Maintenance"
    and especially to the "step 2" of this process : The subprocess called "determine influence factors".





    Hope this helps,

    Regards,

    Lionel


  • fatimidveil
    fatimidveil New Altair Community Member
    thankyou fro your response and if i want to retrieve best feature from these 4 different criteria . is this possible ?
    because individually information gain ratio has rank different feature then information gain gini index and chi sqaure 
  • fatimidveil
    fatimidveil New Altair Community Member
    i want to collect best features from information gain information gain ratio gini index and chi sqaure collectively .

  • fatimidveil
    fatimidveil New Altair Community Member
    thank you Sir my problem is solved with your help thanks alot