Price Prediction

#1
I have a large set of search data from a particular website. A sample data set is attached here. Data set includes nearly 11,000 rows.

What I want to do is to predict the price. I want to predict the price for a particular holiday id, particular Inhouse rating, particular star rating, particular brand, particular room type and for a particular departure date.

I used several clustering methods like k-means to resolve this problem. But non of them still didn't work for me.

Can anyone tell me what is the best approach to do this?
 

Englund

TS Contributor
#2
Clustering techniques are usually not used for prediction. I haven't looked at the data but when it comes to prediction various regression models is often useful.
 
#3
Clustering techniques are usually not used for prediction. I haven't looked at the data but when it comes to prediction various regression models is often useful.
Here the problem is I have "departure date" variable. So then how is it possible to build a regression model?