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六姑娘 · 2021年11月08日

b选项的后半段不能理解

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.

  b选项的后半段不能理解

2 个答案

DD仔_品职助教 · 2021年11月08日

嗨,爱思考的PZer你好:


具体内容在基础讲义page8

基础班视频Process And Application Of Machine Learning 2倍速 4min开始有讲解


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DD仔_品职助教 · 2021年11月08日

嗨,努力学习的PZer你好:


考察的是线性回归的基础概念,线性回归解决的是问题有最小二乘法与主成分分析。

最小二乘法是寻找最优线性拟合的方法,主成分分析是分析影响因变量Y的主要因素X,而不是所有的影响因素。

这部分直接记结论吧,简便高效

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