Essays about: "Kristopher Werlinder"

Found 1 essay containing the words Kristopher Werlinder.

  1. 1. Housing Price Prediction over Countrywide Data : A comparison of XGBoost and Random Forest regressor models

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Erik Henriksson; Kristopher Werlinder; [2021]
    Keywords : Random Forest; XGBoost; predicting housing prices; feature engineering; ensemble learning; boosting; data cleansing; 5foldcrossvalidation.;

    Abstract : The aim of this research project is to investigate how an XGBoost regressor compares to a Random Forest regressor in terms of predictive performance of housing prices with the help of two data sets. The comparison considers training time, inference time and the three evaluation metrics R2, RMSE and MAPE. READ MORE