You have trained a logistic regression classifier and planned to make predictions according to: Predict y=1 if ho(x) 2 threshold Predict y=0 if ho (x)


You have trained a logistic regression classifier and planned to make predictions<br>according to:<br>Predict y=1 if ho(x) 2 threshold<br>Predict y=0 if ho (x) < threshold<br>For different threshold values, you get different values of precision (P) and recall (R).<br>Which of the following is a reasonable way to pick the threshold value?<br>O a<br>Measure precision (P) and recall (R) on the test set and choose the value of<br>P+R<br>threshold which maximizes<br>2<br>Ob<br>Measure precision (P) and recall (R) on the cross validation set and choose the<br>P+R<br>value of threshold which maximizes<br>2<br>Measure precision (P) and recall (R) on the cross validation set and choose the<br>PR<br>value of threshold which maximizes 2<br>P+R<br>Measure precision (P) and recall (R) on the test set and choose the value of<br>PR<br>threshold which maximizes 2<br>P+R<br>

Extracted text: You have trained a logistic regression classifier and planned to make predictions according to: Predict y=1 if ho(x) 2 threshold Predict y=0 if ho (x) < threshold="" for="" different="" threshold="" values,="" you="" get="" different="" values="" of="" precision="" (p)="" and="" recall="" (r).="" which="" of="" the="" following="" is="" a="" reasonable="" way="" to="" pick="" the="" threshold="" value?="" o="" a="" measure="" precision="" (p)="" and="" recall="" (r)="" on="" the="" test="" set="" and="" choose="" the="" value="" of="" p+r="" threshold="" which="" maximizes="" 2="" ob="" measure="" precision="" (p)="" and="" recall="" (r)="" on="" the="" cross="" validation="" set="" and="" choose="" the="" p+r="" value="" of="" threshold="" which="" maximizes="" 2="" measure="" precision="" (p)="" and="" recall="" (r)="" on="" the="" cross="" validation="" set="" and="" choose="" the="" pr="" value="" of="" threshold="" which="" maximizes="" 2="" p+r="" measure="" precision="" (p)="" and="" recall="" (r)="" on="" the="" test="" set="" and="" choose="" the="" value="" of="" pr="" threshold="" which="" maximizes="" 2="">

Jun 09, 2022
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