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

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
icon
Related questions
Question

Machine Learning

You have trained a logistic regression classifier and planned to make predictions
according to:
Predict y=1 if he(x) 2 threshold
Predict y=0 if he(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?
Oa.
Measure precision (P) and recall (R) on the test set and choose the value of
P+R
threshold which maximizes
2
O b.
Measure precision (P) and recall (R) on the cross validation set and choose the
PR
value of threshold which maximizes 2
P+R
Oc.
Measure precision (P) and recall (R) on the test set and choose the value of
PR
threshold which maximizes 2
P+R
O d.
Measure precision (P) and recall (R) on the cross validation set and choose the
P+R
value of threshold which maximizes
2
Transcribed Image Text:You have trained a logistic regression classifier and planned to make predictions according to: Predict y=1 if he(x) 2 threshold Predict y=0 if he(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? Oa. Measure precision (P) and recall (R) on the test set and choose the value of P+R threshold which maximizes 2 O b. Measure precision (P) and recall (R) on the cross validation set and choose the PR value of threshold which maximizes 2 P+R Oc. Measure precision (P) and recall (R) on the test set and choose the value of PR threshold which maximizes 2 P+R O d. Measure precision (P) and recall (R) on the cross validation set and choose the P+R value of threshold which maximizes 2
Expert Solution
steps

Step by step

Solved in 2 steps

Blurred answer
Knowledge Booster
Bayes' Theorem
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, computer-science and related others by exploring similar questions and additional content below.
Recommended textbooks for you
Database System Concepts
Database System Concepts
Computer Science
ISBN:
9780078022159
Author:
Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:
McGraw-Hill Education
Starting Out with Python (4th Edition)
Starting Out with Python (4th Edition)
Computer Science
ISBN:
9780134444321
Author:
Tony Gaddis
Publisher:
PEARSON
Digital Fundamentals (11th Edition)
Digital Fundamentals (11th Edition)
Computer Science
ISBN:
9780132737968
Author:
Thomas L. Floyd
Publisher:
PEARSON
C How to Program (8th Edition)
C How to Program (8th Edition)
Computer Science
ISBN:
9780133976892
Author:
Paul J. Deitel, Harvey Deitel
Publisher:
PEARSON
Database Systems: Design, Implementation, & Manag…
Database Systems: Design, Implementation, & Manag…
Computer Science
ISBN:
9781337627900
Author:
Carlos Coronel, Steven Morris
Publisher:
Cengage Learning
Programmable Logic Controllers
Programmable Logic Controllers
Computer Science
ISBN:
9780073373843
Author:
Frank D. Petruzella
Publisher:
McGraw-Hill Education