master_thesis

scripts, which were used in a master thesis

Baseline folder

This folder contains scripts, which were used in Section 4 "Application of Recommended Models to Fortumo Data", where existing models were applied to Fortumo data.

Root folder

  • actual fortumo predictive quality.R - calculates actual prediction quality in Fortumo, which is described in Section 2.

  • kmeans_clustering.R - calculates prediction quality of the text-based model

  • logistic_regression_improved.R - calculates prediction quality of the meta-information-based model OLR without removal of outliers

  • logistic_regression_improved_preprocessing.R - calculates prediction quality of the meta-information-based model OLR with removal of outliers

  • random_forest_improved.R - calculates prediction quality of the meta-information-based model RF without removal of outliers

  • random_forest_improved_preprocessing.R - calculates prediction quality of the meta-information-based model RF with removal of outliers