Less Data set is present


#1

Hi Folks,

i am having dataset in which need to predict the price of the house on the basis of the features available , but problem is that data is less so i am getting accuracy very low.

So is their any method i can increase the sample using any algorithm like smote


#2

Hi rsi142,
Algorithms like SMOTE are used to tackle imbalance in classes for a classification problem. For a small dataset, you should try using simpler models or models with regularization as it is very easy to overfit over a small dataset. With careful feature selection/engineering and outlier treatment you should be able to do better.