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410140980 · 2021年09月06日

The target variable (quarterly return) is continuous, hence this calls for a supervised machine learning based regression model.

NO.PZ2015120204000029

问题如下:

Paul suggests the following step which would be repeated every quarter.
Step 1 We apply ML techniques to a model including fundamental and technical variables (features) to predict next quarter’s return for each of the 100 stocks currently in our portfolio.
Then,
the 20 stocks with the lowest estimated return are identified for replacement.

The machine learning techniques appropriate for executing Step 1 are most likely to be based on:

选项:

A.

regression

B.

classification

C.

clustering

解释:

A is correct. The target variable (quarterly return) is continuous, hence this calls for a supervised machine learning based regression model.

B is incorrect, since classification uses categorical or ordinal target variables, while in Step 1 the target variable (quarterly return) is continuous.

C is incorrect, since clustering involves unsupervised machine learning so does not have a target variable.

解析这句话,能不能作为结论认为回归模型也是一种机器学习,只是结果是连续的

1 个答案
已采纳答案

星星_品职助教 · 2021年09月07日

同学你好,

可以这样理解。Regression是机器学习的形式之一。如截图:

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NO.PZ2015120204000029 文中提到“are intifiefor replacement”,不是说明把数据分成replacement和non-replacement吗,这种它的target不是分类吗?还是说只要出现了连续的数据,就100%是regression?

2022-02-20 10:01 1 · 回答

classification clustering A is correct. The target variable (quarterly return) is continuous, henthis calls for a supervisemachine learning baseregression mol. B is incorrect, sinclassification uses categoricor orntarget variables, while in Step 1 the target variable (quarterly return) is continuous. C is incorrect, sinclustering involves unsupervisemachine learning so es not have a target variable. 我看到因為是return所以我選regression,這樣的解讀可以嗎

2020-08-05 22:31 1 · 回答

classification clustering A is correct. The target variable (quarterly return) is continuous, henthis calls for a supervisemachine learning baseregression mol. B is incorrect, sinclassification uses categoricor orntarget variables, while in Step 1 the target variable (quarterly return) is continuous. C is incorrect, sinclustering involves unsupervisemachine learning so es not have a target variable. Target variable  为什么是连续的?不太明白

2020-07-11 10:00 1 · 回答

虽然我明白是求return,是一个连续的数值,应该是regression,但是题目不是有说是把最低的20个替换,那这里不是应该要排序,然后替换后面20个吗?排序不是应该贴标签吗?

2020-02-20 23:01 1 · 回答