Using different models to improve Zillow's Zestimate
I used a number of models for regression, Using the Mean Absolute Error as a measure of accuracy.
- The Light Gradient Boosting Model (Light GBM) gave a MAE of 0.068099
- The Bayesian ARD (Automatic Relevance Detetction) model gave a MAE of 0.06837
- The Least Angle Regression (LARs) model gave a MAE of 0.0682
- Linear Regression model gave a MAE of 0.06835