From: Predicting subjective well-being in a high-risk sample of Russian mental health app users
Features | Best model | Results | ||
---|---|---|---|---|
MAE | Pearson R | R-2 | ||
Mean baseline | 0.1853 | – | – | |
Median baseline | 0.185 | – | – | |
Words | ElasticNet | 0.1744 | 0.3402 | 0.1022 |
RuLIWC | DecisionTree | 0.182 | 0.2168 | 0.0142 |
AppCats | ElasticNet | 0.1762 | 0.2737 | 0.0172 |
Behavior | DecisionTree | 0.1785 | 0.191 | 0.0195 |
Clusters | RandomForest | 0.1814 | 0.1709 | 0.026 |
AppCats + RuLIWC | ElasticNet | 0.1776 | 0.2478 | 0.0296 |
AppCats + Behavior | ElasticNet | 0.1784 | 0.2227 | 0.0248 |
AppCats + Words | Ridge | 0.1756 | 0.2992 | 0.0864 |
RuLIWCÂ + Behavior | DecisionTree | 0.1818 | 0.1949 | 0.0133 |
RuLIWCÂ + Words | ElasticNet | 0.1722 | 0.352 | 0.0988 |
Behavior + Words | ElasticNet | 0.1754 | 0.314 | 0.0752 |
clusters + AppCats | ElasticNet | 0.1786 | 0.2545 | 0.0129 |
clusters + RuLIWC | DecisionTree | 0.1769 | 0.2769 | 0.0507 |
clusters + Behavior | DecisionTree | 0.1765 | 0.2243 | 0.0368 |
clusters + Words | Lasso | 0.1715 | 0.3435 | 0.112 |
AppCats + RuLIWC + Behavior | ElasticNet | 0.1761 | 0.3093 | 0.0704 |
AppCats + RuLIWC + Words | Lasso | 0.1753 | 0.2913 | 0.0711 |
AppCats + Behavior + Words | ElasticNet | 0.1735 | 0.3004 | 0.0724 |
RuLIWC + Behavior + Words | ElasticNet | 0.1752 | 0.3506 | 0.0934 |
clusters + AppCats + RuLIWC | ElasticNet | 0.1778 | 0.2636 | 0.0314 |
clusters + AppCats + Behavior | ElasticNet | 0.1756 | 0.2341 | 0.0528 |
clusters + AppCats + Words | Lasso | 0.1712 | 0.2958 | 0.0932 |
clusters + RuLIWC + Behavior | DecisionTree | 0.1765 | 0.2275 | 0.038 |
clusters + RuLIWC + Words | ElasticNet | 0.1712 | 0.3673 | 0.1192 |
clusters + Behavior + Words | ElasticNet | 0.1712 | 0.3459 | 0.1228 |
clusters + AppCats + RuLIWC + Behavior | ElasticNet | 0.1748 | 0.2962 | 0.0048 |
clusters + AppCats + RuLIWC + Words | Ridge | 0.1751 | 0.2882 | 0.0811 |
clusters + AppCats + Behavior + Words | ElasticNet | 0.1698 | 0.4024 | 0.1045 |
clusters + RuLIWC + Behavior + Words | Lasso | 0.1776 | 0.294 | 0.0616 |
AppCats + RuLIWC + Behavior + Words | ElasticNet | 0.1719 | 0.3255 | 0.096 |
clusters + AppCats + RuLIWC + Behavior + Words | ElasticNet | 0.1681 | 0.3776 | 0.1164 |