how i select feature from four different weight technique

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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lionelderkrikor

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".

Image: https://us.v-cdn.net/6030995/uploads/editor/xo/m5cq7z5diadp.png

Image: https://us.v-cdn.net/6030995/uploads/editor/am/qdfw6sexs74d.png

Hope this helps,

Regards,

Lionel

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fatimidveil

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

Hope this helps,

Regards,

Lionel

fatimidveil

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

i want to collect best features from information gain information gain ratio gini index and chi sqaure collectively .

fatimidveil

thank you Sir my problem is solved with your help thanks alot