委员会方法(集成学习者)最佳模型
Committee Methods (ensemble learners) Best Model
我有以下问题,希望得到您的支持:
You are given the choice of two types of base classifiers (models) to
use in a (bagged) committee:
- Classifier A: which is known to have an (error) variance of 40, but has been found to produce uncorrelated models under bagging
- Classifier B: which is known to have an (error) variance of 30, but has been found to produce models with a pairwise covariance of 0.3
under bagging
Assuming Classifiers A and B have equal error bias and a committee of
size 10, which Classifier would you choose and why?
就个人而言,我会选择分类器 B,因为方差为 0.3 比不相关的模型更好。
我说的对吗?
你是对的。由于您指定的原因,B 更好
我有以下问题,希望得到您的支持:
You are given the choice of two types of base classifiers (models) to use in a (bagged) committee:
- Classifier A: which is known to have an (error) variance of 40, but has been found to produce uncorrelated models under bagging
- Classifier B: which is known to have an (error) variance of 30, but has been found to produce models with a pairwise covariance of 0.3 under bagging
Assuming Classifiers A and B have equal error bias and a committee of size 10, which Classifier would you choose and why?
就个人而言,我会选择分类器 B,因为方差为 0.3 比不相关的模型更好。
我说的对吗?
你是对的。由于您指定的原因,B 更好