Predicting four outcomes
N Foldnes
Variable importance
The following regression models were trained
[1] "lm" "glmnet" "knn" "pls" "gbm" and their combined variable importance was calculated for each of four outcomes The variable importance, as ranked by combining these five methods:
First Plot of variable importance
Second Plot of variable importance.
Multiple regression for PAP
| term | estimate | std.error | statistic | p.value |
|---|---|---|---|---|
| (Intercept) | 0.00 | 0.08 | 0.00 | 1.00 |
| Samtykke_L | -0.20 | 0.09 | -2.07 | 0.04 |
| hap_L | 0.20 | 0.08 | 2.40 | 0.02 |
| Ref_L | 0.11 | 0.09 | 1.29 | 0.20 |
| Sinne_F | -0.30 | 0.09 | -3.36 | 0.00 |
| Adverb_F | 0.19 | 0.09 | 2.02 | 0.05 |
| Konj_F | 0.15 | 0.09 | 1.63 | 0.11 |
| Subst_F | 0.20 | 0.09 | 2.11 | 0.04 |
| Verb_F | -0.51 | 0.16 | -3.27 | 0.00 |
| Funksjon_F | 0.32 | 0.12 | 2.69 | 0.01 |
| Kausalt_F | 0.12 | 0.09 | 1.33 | 0.19 |
| WC_F | -0.23 | 0.10 | -2.21 | 0.03 |
| De_F | 0.11 | 0.09 | 1.29 | 0.20 |
| Hverb_F | 0.25 | 0.14 | 1.73 | 0.09 |
| Se_F | 0.11 | 0.09 | 1.12 | 0.27 |
| Angst_F | 0.16 | 0.09 | 1.85 | 0.07 |
| Prep_F | -0.18 | 0.10 | -1.82 | 0.07 |
Multiple regression for PAP: Plot
Multiple regression for ENG
| term | estimate | std.error | statistic | p.value |
|---|---|---|---|---|
| (Intercept) | 0.00 | 0.08 | 0.00 | 1.00 |
| hap_L | 0.19 | 0.08 | 2.36 | 0.02 |
| Stotring_L | -0.20 | 0.08 | -2.49 | 0.01 |
| Inklusjon_L | -0.10 | 0.08 | -1.28 | 0.20 |
| Negemo_L | -0.21 | 0.08 | -2.58 | 0.01 |
| Hanhun_L | 0.11 | 0.08 | 1.40 | 0.16 |
| Biologisk_L | 0.22 | 0.08 | 2.73 | 0.01 |
| Sikker_L | 0.09 | 0.08 | 1.15 | 0.25 |
| Rom_L | 0.10 | 0.08 | 1.14 | 0.26 |
| Pronomen_F | 0.34 | 0.13 | 2.70 | 0.01 |
| Hverb_F | 0.19 | 0.10 | 1.86 | 0.07 |
| Naatid_F | 0.18 | 0.10 | 1.82 | 0.07 |
| Bevegelse_F | 0.14 | 0.08 | 1.80 | 0.08 |
| Funksjon_F | -0.20 | 0.13 | -1.49 | 0.14 |
| sad_F | -0.27 | 0.08 | -3.56 | 0.00 |
| Angst_F | 0.18 | 0.08 | 2.24 | 0.03 |
Multiple regression for ENG: Plot
Multiple regression for MAX
| term | estimate | std.error | statistic | p.value |
|---|---|---|---|---|
| (Intercept) | 0.00 | 0.08 | 0.00 | 1.00 |
| Samtykke_L | -0.20 | 0.09 | -2.21 | 0.03 |
| Eksklusjon_L | 0.17 | 0.09 | 2.00 | 0.05 |
| Ref_L | 0.15 | 0.09 | 1.80 | 0.08 |
| Tid_L | 0.13 | 0.09 | 1.57 | 0.12 |
| Angst_L | -0.17 | 0.09 | -1.95 | 0.05 |
| Sinne_F | -0.21 | 0.08 | -2.48 | 0.02 |
| Subst_F | 0.16 | 0.09 | 1.85 | 0.07 |
| Konj_F | 0.13 | 0.09 | 1.55 | 0.12 |
| De_F | 0.14 | 0.09 | 1.52 | 0.13 |
| Funksjon_F | 0.13 | 0.09 | 1.48 | 0.14 |
| Persepsjon_F | -0.14 | 0.09 | -1.57 | 0.12 |
| Adverb_F | 0.22 | 0.09 | 2.53 | 0.01 |
Multiple regression for MAX: Plot
Multiple regression for SAT
| term | estimate | std.error | statistic | p.value |
|---|---|---|---|---|
| (Intercept) | 0.00 | 0.07 | 0.00 | 1.00 |
| Fortid_L | 0.10 | 0.08 | 1.25 | 0.22 |
| Sixltr_L | -0.17 | 0.08 | -2.09 | 0.04 |
| Kausalt_L | -0.21 | 0.08 | -2.79 | 0.01 |
| WC_L | 0.21 | 0.08 | 2.52 | 0.01 |
| Hoere_L | 0.16 | 0.08 | 2.00 | 0.05 |
| hap_L | 0.25 | 0.08 | 3.23 | 0.00 |
| Biologisk_L | 0.20 | 0.08 | 2.58 | 0.01 |
| Sinne_L | 0.09 | 0.08 | 1.12 | 0.26 |
| Subst_L | 0.11 | 0.09 | 1.19 | 0.24 |
| Bevegelse_F | 0.26 | 0.08 | 3.39 | 0.00 |
| Narrative_F | 0.23 | 0.09 | 2.57 | 0.01 |
| Fortid_F | 0.22 | 0.08 | 2.79 | 0.01 |
| Stotring_F | -0.09 | 0.08 | -1.13 | 0.26 |
| Kvantitet_F | -0.12 | 0.08 | -1.50 | 0.14 |
| sad_F | -0.17 | 0.08 | -2.15 | 0.03 |
| Se_F | 0.16 | 0.08 | 2.07 | 0.04 |
| Sixltr_F | 0.11 | 0.10 | 1.11 | 0.27 |
Multiple regression for SAT: Plot
ALL COMBINED
Predicting four outcomes N Foldnes