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dejiazheng · 2023年11月08日

如何从题目得知是考TF值的大小?

NO.PZ2021083101000003

问题如下:

Iesha Azarov is a senior analyst at Ganymede Moon Partners (Ganymede), where he works with junior analyst Pàola Bector. Azarov would like to incorporate machine learning (ML) models into the company’s analytical process.

Azarov asks Bector to develop ML models for two unstructured stock sentiment datasets, Dataset ABC and Dataset XYZ. Both datasets have been cleaned and preprocessed in preparation for text exploration and model training.

Following an exploratory data analysis that revealed Dataset ABC’s most frequent tokens, Bector conducts a collection frequency analysis.

Based on the text exploration method used for Dataset ABC, tokens that potentially carry important information useful for differentiating the sentiment embedded in the text are most likely to have values that are:

选项:

A.

low

B.

intermediate

C.

high

解释:

B is correct.

When analyzing term frequency at the corpus level, also known as collection frequency, tokens with intermediate term frequency (TF) values potentially carry important information useful for differentiating the sentiment embedded in the text.

A is incorrect because tokens with the lowest TF values are mostly proper nouns or sparse terms (noisy terms) that are not important to the meaning of the text.

C is incorrect because tokens with the highest TF values are mostly stop words (noisy terms) that do not contribute to differentiating the sentiment embedded in the text.

已知TF不能太大和太小,但不知道问的是这个点

1 个答案

星星_品职助教 · 2023年11月08日

同学你好,

题干中提到了“collection frequency analysis”,和“collection”有关的指标为TF(collection level)。

本题不考虑是什么指标也行,所有指标都是不能极端的大或极端的小。