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seven-zhu · 2021年09月30日

如题

NO.PZ2020031801000011

问题如下:

which of the following statements is not the regression problems in machine learning?

选项:

A.

Regression problems involve prediction of a quantitative, continuous dependent variable, such as GDP growth or inflation

B.

Linear learning methods try to solve regression problems including partial least squares and principal component analysis;

C.

non-linear learning methods include penalized regression approaches, such as LASSO and elastic nets. In penalized approaches, a factor is typically added to penalize complexity in the model, which should improve its predictive performance.

D.

In some instances, unsupervised learning is first applied to explore a dataset; the outputs of this approach are then used as inputs for supervised learning methods

解释:

D is correct.

选项D描述的情况不属于Regression problems,选项D描述的情况属于clustering problems.

elastic net,lasso不是应该就是线性的吗,是对于线性方法的改进版本,也属于线性吧。然后就是D为什么是错的呢,感觉描述没有毛病哎

1 个答案
已采纳答案

李坏_品职助教 · 2021年09月30日

嗨,爱思考的PZer你好:


这道题问的是下列哪项不属于regression problems


D项描述本身没问题,但他不是regression problems,他是属于聚类clustering的问题。所以选D


C项里的Lasso是对普通的OLS添加了惩罚项,使得共线性的风险降低,这里说Non-linear methods的确不太准确。





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虽然现在很辛苦,但努力过的感觉真的很好,加油!