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Comparative Analysis of Machine Learning-Based Valuation Models for Predicting Residential Real Estate Prices. We examine the U.S. housing market with hedonics from Zillow.com and apply multivariate regression, bagging, xgboost, and stacked generalization methods for prediction. Our findings suggest significant outperformance of ML-methods.

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