The decision tree structure consists of:
Source: Photo by OpenClipart-Vectors from Pixabay.
In this example, a regression-based decision tree is formulated to predict ADR (average daily rate) for a hotel given certain customer attributes.
This study focuses on hotel booking analysis. When it comes to hotel bookings, average daily rate (ADR) is a particularly important metric. This reflects the average rate per day that a particular customer pays throughout their stay.
This analysis is based on the original study by Antonio, Almeida, and Nunes, 2016.
Gauging ADR allows hotels to more accurately identify its most profitable customers and tailor its marketing strategies accordingly.
The chosen features that form the input for this neural network are as follows:
#regression #python #machine-learning #data-science #decision-tree