New Reply

mean squared error (why mean?)

 
Share Thread Thread Tools
Mar3-13, 09:52 AM   #1
 

mean squared error (why mean?)


Hi
I found this equation in a machine learning book:
"we want to minimize the mean squared error:"
$E= \frac{1}{2} \sum_{n=1}^N (y-t)^2$

what I do not understand is the \frac{1}{2} , if it is a mean it should be \frac{1}{N},
why are they restricting to 2? In the text there is no reference to y or t being only 2. So it cannot be that N=2.
PhysOrg.com
PhysOrg
mathematics news on PhysOrg.com

>> Mathematicians analyze social divisions using cell phone data
>> Can math models of gaming strategies be used to detect terrorism networks?
>> Mathematician proves there are infinitely many pairs of prime numbers less than 70 million units apart
Mar3-13, 10:00 AM   #2
 
Blog Entries: 8
Recognitions:
Gold Membership Gold Member
Science Advisor Science Advisor
Retired Staff Staff Emeritus
If you ask a question here, please always be sure to include the necessary reference. What book did you read this in? Title, author, page number?
Mar3-13, 02:58 PM   #3
 
Recognitions:
Science Advisor Science Advisor
Quote by sunone View Post
Hi
I found this equation in a machine learning book:
"we want to minimize the mean squared error:"
$E= \frac{1}{2} \sum_{n=1}^N (y-t)^2$

what I do not understand is the \frac{1}{2} , if it is a mean it should be \frac{1}{N},
why are they restricting to 2? In the text there is no reference to y or t being only 2. So it cannot be that N=2.
Fix Latex.
New Reply
Thread Tools


Similar Threads for: mean squared error (why mean?)
Thread Forum Replies
Mean Squared Error of an estimator. Set Theory, Logic, Probability, Statistics 7
Mean Squared Error vs Loss Programming & Comp Sci 0
Integral of squared error function Calculus 17
Integral of squared error function Calculus 0
Question about Mean Squared Error::Why Squared? Set Theory, Logic, Probability, Statistics 10