Data Science Asked on February 28, 2021
I have a data.table that contains many timing variables.
CompetitionOpenSince(Month, Year): Gives the approximate year and
the month of the moment when the nearest competitor was opened.
PromoInterval: Describes the consecutive intervals Promo2 is launched,
naming the months when the promotion was launched again. For example.
“Feb, May, Aug, Nov” means that each round starts in February, May,
August, November of a given year for this store.
The Goal is to predict sales for next few week. I have other factor and binary variables such as the type of store(a b,c..), the level of Assortment, CompetitionDistance, number of Customers…
In my work I suggest some variable that uses timing variables above:
Note: Dont surprised when I wrote (Day-Promo2) and (Promo2-CompetitionOpenSince) because I transform Promo2 and CompetitionOpenSince to date type using some hypothesis to simplify the work.
What can you suggest more than that? I find it really hard to create new other useful explaining variables mostly the PromoInterval variable!
Thank you for your suggestions!
Generally it works well to include some lagged variables.
For example:
Answered by Kevin on February 28, 2021
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