CODEWITHSUNDEEP
rmachine-learningdata-modelingstatsmodels
datazang
datazang

Reputation: 1169

How to model the rank data

I am thinking about a question regarding my business modelling. Let's say, I have a dataset as I shown in below:

data <- tribble(
  ~book, ~ranking_unique, ~ranking_rare, ~ranking_clicks, 
   "A",         2,              1,              4,
   "B",         1,              4,              1,
   "C",         5,              3,              2, 
   "D",         3,              5,              5, 
   "E",         4,              2,              3,
)

There are many books in the book column. Ranking_unique ranks the products based on how unique this book is. Namely, how many bookseller are selling this book or ranking_clicks means how many clicks we get for this book.

Now, I want to build a model to make a list that shows us the most valuable books. I was thinking to cluster the books based on these ranking. But I could not find the ideal way to do it.

How would you approach this problem?

Thanks in advance.

Upvotes: 0

Views: 198

Answers (1)

user12009469
user12009469

Reputation:

Perhaps a hierarchical cluster analysis can be of value.

Link to documentation: https://www.sciencedirect.com/topics/computer-science/hierarchical-cluster-analysis

Upvotes: 1

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