<ul><li>LightGBM, a popular tool for predicting UK property prices, struggled to extrapolate across time</li><li>Time-based features and the linear_tree extension of LightGBM improved performance, but were not a complete solution</li><li>Model stacking is proposed as a potential solution to help the struggling GBM</li><li>The dataset for the models consists of UK property sales data spanning over thirty years, with randomly sampled 1 million examples</li></ul>

Teach Your GBM to Extrapolate with Model Stacking

Discover more