From 1a52a06c7d951fb5adb3af0c75f29adaa3a7fc44 Mon Sep 17 00:00:00 2001
From: bcjaeger You can also compute variable importance using
@@ -241,10 +239,10 @@ A faster alternative to permutation and negation importance is
@@ -253,10 +251,10 @@ The out-of-bag estimate of 1 (the default method to evaluate
-out-of-bag predictions) is 0.8043565.Oblique RFs for
#> N trees: 5
#> N predictors total: 17
#> N predictors per node: 5
-#> Average leaves per tree: 21.8
+#> Average leaves per tree: 22.4
#> Min observations in leaf: 5
#> Min events in leaf: 1
-#> OOB stat value: 0.79
+#> OOB stat value: 0.76
#> OOB stat type: Harrell's C-index
#> Variable importance: anova
#>
@@ -160,9 +160,9 @@
Oblique RFs for
#> N trees: 5
#> N predictors total: 7
#> N predictors per node: 3
-#> Average leaves per tree: 4.6
+#> Average leaves per tree: 6.2
#> Min observations in leaf: 5
-#> OOB stat value: 0.99
+#> OOB stat value: 0.98
#> OOB stat type: AUC-ROC
#> Variable importance: anova
#>
@@ -184,9 +184,9 @@
Oblique RFs for
#> N trees: 5
#> N predictors total: 7
#> N predictors per node: 3
-#> Average leaves per tree: 50.2
+#> Average leaves per tree: 51.8
#> Min observations in leaf: 5
-#> OOB stat value: 0.76
+#> OOB stat value: 0.72
#> OOB stat type: RSQ
#> Variable importance: anova
#>
@@ -224,14 +224,12 @@
Variable importance
+#> bili sex copper stage albumin ascites
+#> 0.143819854 0.122445342 0.087808486 0.039759180 0.039732477 0.021734850
+#> spiders chol ast trt protime edema
+#> 0.017444941 0.015308401 0.010300780 0.010046279 0.007966224 0.007160075
+#> alk.phos age platelet hepato trig
+#> 0.006828621 -0.003289060 -0.005256892 -0.007843452 -0.010161909
orsf_vi_negate(pbc_fit)
-#> bili protime copper hepato stage
-#> 1.008476e-01 6.038004e-02 5.280360e-02 4.442335e-02 4.147581e-02
-#> ascites spiders age chol albumin
-#> 3.755163e-02 2.950994e-02 2.563519e-02 1.857127e-02 1.735975e-02
-#> sex platelet trt trig edema
-#> 1.564084e-02 1.476163e-02 1.286685e-02 2.331721e-03 4.482712e-05
-#> alk.phos ast
-#> -8.314402e-04 -8.102168e-03
Variable importance
+#> flipper_length_mm island bill_length_mm bill_depth_mm
+#> 0.1433690678 0.1147793265 0.1034367635 0.0693059825
+#> body_mass_g sex year
+#> 0.0649575203 0.0123891035 -0.0003928778
orsf_vi_permute(penguin_fit)
-#> bill_length_mm island bill_depth_mm body_mass_g
-#> 0.188477500 0.096518097 0.091798497 0.074326102
-#> flipper_length_mm sex year
-#> 0.032271836 0.010234658 0.006088009
Variable importance
+#> species sex island body_mass_g
+#> 0.21747649 0.16363636 0.11045033 0.08695652
+#> flipper_length_mm bill_depth_mm year
+#> 0.08088235 0.07964602 0.01801802
orsf_vi_anova(bill_fit)
-#> species sex flipper_length_mm bill_depth_mm
-#> 0.416017316 0.234042553 0.082706767 0.080645161
-#> island body_mass_g year
-#> 0.074466081 0.060000000 0.007575758
Don’t specify a
control
# control_fast() is much faster
time_net['elapsed'] / time_fast['elapsed']
#> elapsed
-#> 46.18182
+#> 45.34783
Use
n_thread
@@ -155,10 +155,10 @@ Use
n_thread
#> N trees: 5
#> N predictors total: 17
#> N predictors per node: 5
-#> Average leaves per tree: 22.6
+#> Average leaves per tree: 19.8
#> Min observations in leaf: 5
#> Min events in leaf: 1
-#> OOB stat value: 0.77
+#> OOB stat value: 0.75
#> OOB stat type: Harrell's C-index
#> Variable importance: anova
#>
diff --git a/articles/oobag.html b/articles/oobag.html
index ef482e13..fe7f731e 100644
--- a/articles/oobag.html
+++ b/articles/oobag.html
@@ -140,9 +140,9 @@ Out-of-bag predictions and error# what is the output from this function?
fit$eval_oobag$stat_values
#> [,1]
-#> [1,] 0.8043565
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