Detecting outliers and treatments

First, a word of caution: one person's waste might be another person's treasure, and this is true for outliers. For example, for the week of 2/5/2018 to 2/15/2018, the Dow Jones Industrial Average (DJIA) suffers a huge loss. Cheng and Hum (2018) show that the index travels more than 22,000 points, as shown in the following table:

Weekday
Points

Monday

5,113

Tuesday

5,460

Wednesday

2,886

Thursday

3,369

Friday

5,425

Total

22,253

Table 5.1 Dow Jones industrial average points traveled

If we want to study the relationship between a stock and the DJIA index, the observations might be treated as outliers. However, when studying the topic related to the impact of the ...

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