Domain: Housing Price Prediction
Prediction of residential property prices from structural, locational, and neighborhood features — high-dimensional with 80+ features
Housing Price Regularization
Hedonic pricing models for residential real estate. Demonstrates regularization (LASSO/Ridge/Elastic Net) for variable selection with high-dimensional housing features.
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Domain: Housing Price Prediction
Prediction of residential property prices from structural, locational, and neighborhood features — high-dimensional with 80+ features
Level: micro
Overview
3
Constructs
5
Engines
Constructs
sale_price_housing
Sale Price (Housing)Sale price of residential property in dollars
overall_quality_housing
Overall Quality (Housing)Overall material and finish quality of house on 1-10 scale
living_area_sqft_housing
Living Area (sqft)Above grade living area in square feet
Engines
ols_regression
lasso_regression
ridge_regression
elastic_net
random_forest
Tags
topic
Details
Installation
Install this PAX into your Praxis instance:
praxis_import_pax("housing-price-regularization.pax.tar.gz", install=True)