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Statistics版 - AIC for training data and hold-out data
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相关话题的讨论汇总
话题: data话题: aic话题: model话题: hold话题: out
进入Statistics版参与讨论
1 (共1页)
S******y
发帖数: 1123
1
I have split my data into training(70%) and hold-out (30%) data.
I fit a linear model with k parameters on training data, and obtained
model M1.
Then I used the parameter estimates from training data to compute
predicted values for hold-out data (i.e. score the hold-out data).
Aside from MSE or RMSE (Root Mean Square Error), can I use other model
diagnostic metrics to evaluate model fit on hold-out data? For example,
does it make sense to compute AIC value for my model M1 on hold-out data?
(we
s*********e
发帖数: 1051
2
******************************************;
* HOW TO USE IML PROCEDURE TO CALCULATE *;
* THE LIKELIHOOD FUNCTION OF A LOGIT *;
* MODEL TOGETHER WITH AIC AND BIC. *;
* -------------------------------------- *;
* WITH THE SAME ROUTINE, AIC AND BIC *;
* FROM A SEPARATE HOLDOUT DATASET CAN BE *;
* CALCULATED. *;
******************************************;
*** REMISSION DATA IS FROM EXAMPLES OF ***;
*** LOGISTIC PROCEDURE IN SAS MANUAL ***;
ods output Param
s*r
发帖数: 2757
3
bic is better than aic to get a smaller model
they are old. there are many recent development on this area
S******y
发帖数: 1123
4
Thanks both of you for helping out!
Sir, can you give some examples on the recent development?
Thanks again!
1 (共1页)
进入Statistics版参与讨论
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相关话题的讨论汇总
话题: data话题: aic话题: model话题: hold话题: out