diff --git a/articles/aorsf.html b/articles/aorsf.html index daaed6fd..21155a9e 100644 --- a/articles/aorsf.html +++ b/articles/aorsf.html @@ -172,12 +172,14 @@

Variable importance
 
 orsf_vi_negate(orsf_fit)
-#>         bili          age       copper      protime      albumin          ast 
-#>  0.076370077  0.027401542  0.025057304  0.013023547  0.010002084  0.006355491 
-#>          sex         chol      ascites      spiders     platelet        edema 
-#>  0.006042926  0.005782455  0.004584288  0.004323817  0.002396333  0.001638486 
-#>       hepato        stage          trt         trig 
-#>  0.000573036 -0.001041884 -0.002031673 -0.004167535
+#> bili copper protime stage sex +#> 1.129201e-01 5.143202e-02 2.985467e-02 2.913153e-02 2.648666e-02 +#> age albumin ascites ast chol +#> 2.257257e-02 2.222867e-02 1.560638e-02 1.231634e-02 1.203531e-02 +#> edema trt hepato spiders trig +#> 9.463853e-03 7.772744e-03 6.663188e-03 6.162035e-03 5.138559e-03 +#> alk.phos platelet +#> 3.549245e-03 -6.782850e-06

  • You can also compute variable importance using permutation, a @@ -185,14 +187,14 @@

    Variable importance
     
 orsf_vi_permute(orsf_fit)
-#>          bili           age       protime       albumin          chol 
-#>  0.0108355907  0.0089081059  0.0057824547  0.0032819337  0.0026568035 
-#>        copper      platelet       ascites         edema           ast 
-#>  0.0025005209  0.0019274849  0.0018753907  0.0013705732  0.0012502605 
-#>       spiders         stage           sex        hepato           trt 
-#>  0.0010939779  0.0007814128  0.0000000000 -0.0005209419 -0.0005730360 
-#>      alk.phos          trig 
-#> -0.0006772244 -0.0020316733
    +#> bili copper protime age albumin +#> 0.0516369492 0.0235886969 0.0149775117 0.0129854840 0.0129718471 +#> stage ascites ast edema chol +#> 0.0122876254 0.0117592876 0.0061022414 0.0052243754 0.0049316501 +#> spiders hepato sex trig alk.phos +#> 0.0043928366 0.0037716694 0.0031973394 0.0024956932 0.0005814010 +#> platelet trt +#> -0.0005403940 -0.0008678193

  • A faster alternative to permutation and negation importance is @@ -201,12 +203,12 @@

    Variable importance
     
 orsf_vi_anova(orsf_fit)
-#>    ascites       bili      edema     copper    albumin        age    protime 
-#> 0.38326586 0.27203454 0.23833229 0.20161087 0.17501252 0.16939891 0.15407334 
-#>       chol      stage        ast    spiders     hepato        sex   alk.phos 
-#> 0.14196607 0.13971368 0.12955466 0.12152358 0.11651962 0.11271975 0.09600998 
-#>       trig   platelet        trt 
-#> 0.09560853 0.07760141 0.07131324
    +#> ascites edema bili copper albumin age protime spiders +#> 0.4248497 0.2966406 0.2962241 0.2200782 0.2056028 0.2044682 0.1952912 0.1701295 +#> chol ast stage hepato sex trig alk.phos platelet +#> 0.1698671 0.1575173 0.1568678 0.1479081 0.1460362 0.1277078 0.1160302 0.1098039 +#> trt +#> 0.1094891

    • @@ -258,7 +260,7 @@

    What about the original ORSF?) ) #> user system elapsed -#> 3.026 0.040 3.067 +#> 4.998 0.000 4.999 # and how long it takes to fit 50 cph trees print( @@ -270,11 +272,11 @@

    What about the original ORSF?) ) #> user system elapsed -#> 0.07 0.00 0.07 +#> 0.052 0.000 0.051 t1['elapsed'] / t2['elapsed'] #> elapsed -#> 43.81429 +#> 98.01961

    aorsf and other machine learning software diff --git a/articles/oobag.html b/articles/oobag.html index c7e188b0..d34abe6e 100644 --- a/articles/oobag.html +++ b/articles/oobag.html @@ -122,7 +122,7 @@

    Out-of-bag predictions and errorfit <- orsf(data = pbc_orsf, formula = Surv(time, status) ~ . - id, oobag_pred_type = 'surv', - oobag_pred_horizon = 3500) + oobag_pred_horizon = 2000) hist(fit$pred_oobag, main = 'Ensemble out-of-bag survival predictions at t=3,500')

    @@ -138,9 +138,9 @@

    Out-of-bag predictions and error# what is the output from this function? fit$eval_oobag$stat_values #> [,1] -#> [1,] 0.8378829 +#> [1,] 0.8438981

    The out-of-bag estimate of Harrell’s C-statistic (the default method -to evaluate out-of-bag predictions) is 0.8378829.

    +to evaluate out-of-bag predictions) is 0.8438981.

    Monitoring out-of-bag error @@ -158,7 +158,8 @@

    Monitoring out-of-bag errorfit <- orsf(data = pbc_orsf, formula = Surv(time, status) ~ . - id, n_tree = 50, - oobag_pred_horizon = 3500, + oobag_pred_type = 'surv', + oobag_pred_horizon = 2000, oobag_eval_every = 1) plot( @@ -182,7 +183,7 @@

    User-supplied out-of-bag SurvMetrics package:

     
-oobag_fun_brier <- function(y_mat, s_vec){
+oobag_fun_brier <- function(y_mat, w_vec, s_vec){
 
  # output is numeric vector of length 1
  as.numeric(
@@ -190,7 +191,7 @@ 
    User-supplied out-of-bag
    object = Surv(time = y_mat[, 1], event = y_mat[, 2]), 
    pre_sp = s_vec,
    # t_star in Brier() should match oob_pred_horizon in orsf()
-   t_star = 3500
+   t_star = 2000
   )
  )
  
@@ -200,9 +201,9 @@ 
    User-supplied out-of-bag
 predictions that are stored in ‘aorsf’ objects, e.g:
    
 
     
-oobag_fun_brier(y_mat = fit$data[, c('time', 'status')],
+oobag_fun_brier(y_mat = pbc_orsf[,c('time', 'status')],
                 s_vec = fit$pred_oobag)
-#> [1] 0.175665
    
+#> [1] 0.118148

    Second, you can pass your function into orsf(), and it will be used in place of Harrell’s C-statistic:

    @@ -210,7 +211,7 @@ 
    User-supplied out-of-bag
 fit <- orsf(data = pbc_orsf,
             formula = Surv(time, status) ~ . - id,
             n_tree = 50,
-            oobag_pred_horizon = 3500,
+            oobag_pred_horizon = 2000,
             oobag_fun = oobag_fun_brier,
             oobag_eval_every = 1)
 
@@ -227,13 +228,13 @@ 
    User-supplied out-of-bag
 C-statistic (the default oob function):
    
 
     
-oobag_fun_tdep_cstat <- function(y_mat, s_vec){
+oobag_fun_tdep_cstat <- function(y_mat, w_vec, s_vec){
 
  as.numeric(
   SurvMetrics::Cindex(
    object = Surv(time = y_mat[, 1], event = y_mat[, 2]), 
    predicted = s_vec,
-   t_star = 3500
+   t_star = 2000
   )
  )
 
@@ -242,7 +243,7 @@ 
    User-supplied out-of-bag
 fit <- orsf(data = pbc_orsf,
             formula = Surv(time, status) ~ . - id,
             n_tree = 50,
-            oobag_pred_horizon = 3500,
+            oobag_pred_horizon = 2000,
             oobag_fun = oobag_fun_tdep_cstat,
             oobag_eval_every = 1)
 
@@ -251,7 +252,7 @@ 
    User-supplied out-of-bag
  y = fit$eval_oobag$stat_values, 
  main = 'Out-of-bag time-dependent AUC\ncomputed after each new tree is grown.',
  xlab = 'Number of trees grown',
- ylab = "AUC at t = 3,500"
+ ylab = "AUC at t = 2,000"
 )
    
 
    
 
    
@@ -259,8 +260,8 @@ 
    Specific instructions
 
    
 
    User-supplied functions must:
    
 
      
-
    1. have exactly two arguments named y_mat and
-s_vec.
      2. 
+
    2. have exactly three arguments named y_mat,
+w_vec, and s_vec.
      3. 
 
    3. return a numeric output of length 1
      4. 
 
    
 
    If either of these conditions is not true, an error will occur. A
@@ -280,10 +281,12 @@ 
    Specific instructions
 s_vec <- seq(0.9, 0.1, length.out = 100)
 
 # see 1 in the checklist above
-names(formals(oobag_fun_tdep_cstat)) == c("y_mat", "s_vec")
-#> [1] TRUE TRUE
+names(formals(oobag_fun_tdep_cstat)) == c("y_mat", "w_vec", "s_vec")
+#> [1] TRUE TRUE TRUE
 
-test_output <- oobag_fun_tdep_cstat(y_mat = y_mat, s_vec = s_vec)
+test_output <- oobag_fun_tdep_cstat(y_mat = y_mat, 
+                                    w_vec = w_vec,
+                                    s_vec = s_vec)
 
 # test output should be numeric
 is.numeric(test_output)
@@ -299,25 +302,36 @@ 
    User-supplied function
 
    Negation importance is based on the out-of-bag error, so of course
 you may be curious about what negation importance would be if it were
 computed using different statistics. The workflow for doing this is
-exactly the same as the example above, except we have to specify
-importance = 'negate' when we fit our model. Also, to speed
-up computations, I am not going to monitor out-of-bag error here.
    
+exactly the same as the example above, except for two things:
    
+
      
+
    1. We have to specify importance = 'negate' when we fit
+our model.
      2. 
+
    2. We want to use a modified version of the C-stat, specifically 1 -
+the C-stat, because of how aorsf computes variable
+importance.
      3. 
+
    
 
    +oobag_fun_tdep_cstat_inverse <- function(y_mat, w_vec, s_vec){
+ 1 - oobag_fun_tdep_cstat(y_mat, w_vec, s_vec)
+}
    
+
    Also, to speed up computations, I am not going to monitor out-of-bag
+error here.
    
+
     
 fit_tdep_cstat <- orsf(data = pbc_orsf,
-                 formula = Surv(time, status) ~ . - id,
-                 n_tree = 500,
-                 oobag_pred_horizon = 3500,
-                 oobag_fun = oobag_fun_tdep_cstat,
-                 importance = 'negate')
+                       formula = Surv(time, status) ~ . - id,
+                       n_tree = 100,
+                       oobag_pred_horizon = 2000,
+                       oobag_fun = oobag_fun_tdep_cstat_inverse,
+                       importance = 'negate')
 
 fit_tdep_cstat$importance
-#>         bili       copper      protime      albumin      ascites      spiders 
-#>  0.079605000  0.016874000  0.013410000  0.009322000  0.005416000  0.003932000 
-#>        edema        stage       hepato          sex          ast          trt 
-#>  0.003420548  0.003176000 -0.000469000 -0.000990000 -0.001329000 -0.001511000 
-#>     alk.phos         chol     platelet         trig 
-#> -0.001849000 -0.001875000 -0.002448000 -0.003334000
    
+#>        bili      copper       stage     protime         sex         age 
+#> 0.134051130 0.046712500 0.032995330 0.031615280 0.028895730 0.024837540 
+#>     albumin        chol     ascites         ast     spiders         trt 
+#> 0.024039990 0.017374030 0.015183820 0.012278150 0.010545920 0.010193060 
+#>       edema        trig      hepato    alk.phos    platelet 
+#> 0.008551345 0.007061320 0.006259950 0.002851670 0.001328130

    Notes diff --git a/articles/oobag_files/figure-html/unnamed-chunk-2-1.png b/articles/oobag_files/figure-html/unnamed-chunk-2-1.png index dcc58669..7b2106cf 100644 Binary files a/articles/oobag_files/figure-html/unnamed-chunk-2-1.png and b/articles/oobag_files/figure-html/unnamed-chunk-2-1.png differ diff --git a/articles/oobag_files/figure-html/unnamed-chunk-4-1.png b/articles/oobag_files/figure-html/unnamed-chunk-4-1.png index 07318319..2b8943b8 100644 Binary files a/articles/oobag_files/figure-html/unnamed-chunk-4-1.png and b/articles/oobag_files/figure-html/unnamed-chunk-4-1.png differ diff --git a/articles/oobag_files/figure-html/unnamed-chunk-7-1.png b/articles/oobag_files/figure-html/unnamed-chunk-7-1.png index af7d6ed0..7ecc8f1e 100644 Binary files a/articles/oobag_files/figure-html/unnamed-chunk-7-1.png and b/articles/oobag_files/figure-html/unnamed-chunk-7-1.png differ diff --git a/articles/oobag_files/figure-html/unnamed-chunk-8-1.png b/articles/oobag_files/figure-html/unnamed-chunk-8-1.png index 138e0061..da266844 100644 Binary files a/articles/oobag_files/figure-html/unnamed-chunk-8-1.png and b/articles/oobag_files/figure-html/unnamed-chunk-8-1.png differ diff --git a/articles/pd.html b/articles/pd.html index 85ccae29..c573bf73 100644 --- a/articles/pd.html +++ b/articles/pd.html @@ -153,11 +153,11 @@

    Three ways to compute PD pd_inb #> pred_horizon bili mean lwr medn upr -#> 1: 1826.25 1 0.2058219 0.01599363 0.09351003 0.8077278 -#> 2: 1826.25 2 0.2373355 0.02549869 0.12767905 0.8227315 -#> 3: 1826.25 3 0.2812921 0.05046720 0.17286132 0.8457834 -#> 4: 1826.25 4 0.3432185 0.09778988 0.25558695 0.8575243 -#> 5: 1826.25 5 0.3996903 0.16412752 0.32619731 0.8634269

    +#> 1: 1826.25 1 0.2156600 0.02011013 0.09831473 0.8008680 +#> 2: 1826.25 2 0.2577688 0.03774419 0.15474649 0.8221929 +#> 3: 1826.25 3 0.2999502 0.06374133 0.20647008 0.8435691 +#> 4: 1826.25 4 0.3392310 0.08411776 0.25351577 0.8591273 +#> 5: 1826.25 5 0.3697834 0.10610430 0.28239158 0.8696440

  • using out-of-bag predictions for the training data

    @@ -167,11 +167,11 @@

    Three ways to compute PD pd_oob #> pred_horizon bili mean lwr medn upr -#> 1: 1826.25 1 0.2072748 0.01479443 0.08852908 0.8053317 -#> 2: 1826.25 2 0.2381647 0.02469718 0.12623031 0.8258154 -#> 3: 1826.25 3 0.2815486 0.04242975 0.18952701 0.8484846 -#> 4: 1826.25 4 0.3421912 0.09076851 0.24968438 0.8611884 -#> 5: 1826.25 5 0.3984215 0.16098228 0.32147532 0.8554402 +#> 1: 1826.25 1 0.2151532 0.01827735 0.09723974 0.7980629 +#> 2: 1826.25 2 0.2568631 0.03685066 0.14354244 0.8181867 +#> 3: 1826.25 3 0.2986274 0.05900059 0.20896839 0.8335823 +#> 4: 1826.25 4 0.3386074 0.07902099 0.24601781 0.8482977 +#> 5: 1826.25 5 0.3696689 0.10423692 0.27977338 0.8523756

  • using predictions for a new set of data

    @@ -183,11 +183,11 @@

    Three ways to compute PD pd_test #> pred_horizon bili mean lwr medn upr -#> 1: 1826.25 1 0.2510900 0.01631318 0.1872414 0.8162621 -#> 2: 1826.25 2 0.2807327 0.02903956 0.2269297 0.8332956 -#> 3: 1826.25 3 0.3247386 0.05860235 0.2841853 0.8481825 -#> 4: 1826.25 4 0.3850799 0.10741224 0.3405760 0.8588955 -#> 5: 1826.25 5 0.4394952 0.17572657 0.4050864 0.8657886 +#> 1: 1826.25 1 0.2543878 0.02896385 0.1940600 0.8149734 +#> 2: 1826.25 2 0.2954799 0.05000806 0.2471401 0.8323505 +#> 3: 1826.25 3 0.3389602 0.07334663 0.3010648 0.8494444 +#> 4: 1826.25 4 0.3800023 0.10459104 0.3519063 0.8597879 +#> 5: 1826.25 5 0.4119512 0.12113773 0.3895548 0.8693355

  • in-bag PD indicates relationships that the model has learned during training. This is helpful if your goal is to interpret the @@ -221,8 +221,8 @@

    One variable, one horizon pd_sex #> pred_horizon sex mean lwr medn upr -#> 1: 1826.25 m 0.3559202 0.03995954 0.2427792 0.9486137 -#> 2: 1826.25 f 0.2961114 0.01132241 0.1447474 0.9626828 +#> 1: 1826.25 m 0.3556338 0.03685843 0.2388210 0.9403551 +#> 2: 1826.25 f 0.3027138 0.01063007 0.1525368 0.9548015

    The output shows that the expected predicted mortality risk for men is substantially higher than women at 5 years after baseline.

    @@ -275,13 +275,13 @@

    Multiple variables, marginallypd_two_vars #> pred_horizon variable value level mean lwr medn upr -#> 1: 1826.25 sex NA m 0.3559202 0.03995954 0.2427792 0.9486137 -#> 2: 1826.25 sex NA f 0.2961114 0.01132241 0.1447474 0.9626828 -#> 3: 1826.25 bili 1 <NA> 0.2346450 0.01251527 0.1212992 0.8733544 -#> 4: 1826.25 bili 2 <NA> 0.2900929 0.04965949 0.1920790 0.9097945 -#> 5: 1826.25 bili 3 <NA> 0.3481106 0.07248908 0.2557485 0.9213889 -#> 6: 1826.25 bili 4 <NA> 0.3965248 0.09116718 0.3278895 0.9334875 -#> 7: 1826.25 bili 5 <NA> 0.4421490 0.12358330 0.3921014 0.9375022 +#> 1: 1826.25 sex NA m 0.3556338 0.03685843 0.2388210 0.9403551 +#> 2: 1826.25 sex NA f 0.3027138 0.01063007 0.1525368 0.9548015 +#> 3: 1826.25 bili 1 <NA> 0.2452129 0.01605591 0.1285905 0.8946964 +#> 4: 1826.25 bili 2 <NA> 0.3013639 0.04076854 0.2001183 0.9148909 +#> 5: 1826.25 bili 3 <NA> 0.3508351 0.05863497 0.2592947 0.9201450 +#> 6: 1826.25 bili 4 <NA> 0.3941197 0.08353114 0.3193513 0.9270573 +#> 7: 1826.25 bili 5 <NA> 0.4286023 0.10893179 0.3624517 0.9263783

    Now would it be tedious if you wanted to do this for all the variables? You bet. That’s why we made a function for that. As a bonus, the printed output is sorted from most to least important variables.

    @@ -295,133 +295,133 @@

    Multiple variables, marginally#> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 0.80 0.2298980 0.1157904 0.04132253 0.3678720 -#> 1.4 0.2513220 0.1351933 0.05504898 0.3887824 -#> 3.5 0.3735709 0.2923891 0.16348936 0.5577971 +#> 0.80 0.2376199 0.1175227 0.05112242 0.3796784 +#> 1.4 0.2639813 0.1491127 0.07001711 0.4313834 +#> 3.5 0.3750645 0.2959060 0.16393912 0.5687616 #> -#> -- age (VI Rank: 2) -------------------------------------- +#> -- copper (VI Rank: 2) ----------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 42 0.2736346 0.1338475 0.03915902 0.4605820 -#> 50 0.3013697 0.1548903 0.04441111 0.5430635 -#> 57 0.3329590 0.2082692 0.06778463 0.5781336 +#> 43 0.2669529 0.1343897 0.05166615 0.4478705 +#> 74 0.2910106 0.1560732 0.06745016 0.4930575 +#> 129 0.3458559 0.2276424 0.10882113 0.5518172 #> -#> -- copper (VI Rank: 3) ----------------------------------- +#> -- sex (VI Rank: 3) -------------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 43 0.2665941 0.1280400 0.04283502 0.4648884 -#> 74 0.2825327 0.1479470 0.05335137 0.4942437 -#> 129 0.3330772 0.2113133 0.09796624 0.5333395 +#> m 0.3556338 0.2388210 0.10652523 0.5860674 +#> f 0.3027138 0.1525368 0.05384831 0.5617088 #> -#> -- protime (VI Rank: 4) ---------------------------------- +#> -- stage (VI Rank: 4) ------------------------------------ #> #> |---------------- risk ----------------| -#> Value Mean Median 25th % 75th % -#> 10 0.2824586 0.1474621 0.04428083 0.5111052 -#> 11 0.2954482 0.1516848 0.04821692 0.5311810 -#> 11 0.3181342 0.1843402 0.06312932 0.5486052 +#> Value Mean Median 25th % 75th % +#> 1 0.5826297 0.5285612 0.3996661 0.7538155 +#> 2 0.5826297 0.5285612 0.3996661 0.7538155 +#> 3 0.5826297 0.5285612 0.3996661 0.7538155 +#> 4 0.5826297 0.5285612 0.3996661 0.7538155 #> -#> -- ascites (VI Rank: 5) ---------------------------------- +#> -- age (VI Rank: 5) -------------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 0 0.2968722 0.1447474 0.04608949 0.5397718 -#> 1 0.4687087 0.3841361 0.26174441 0.6480594 +#> 42 0.2759266 0.1460143 0.04501236 0.4636428 +#> 50 0.3096357 0.1961013 0.05299745 0.5246981 +#> 57 0.3454927 0.2378101 0.08210052 0.5872838 #> -#> -- stage (VI Rank: 6) ------------------------------------ +#> -- protime (VI Rank: 6) ---------------------------------- #> #> |---------------- risk ----------------| -#> Value Mean Median 25th % 75th % -#> 1 0.6583672 0.6070399 0.5189756 0.7865766 -#> 2 0.6583672 0.6070399 0.5189756 0.7865766 -#> 3 0.6583672 0.6070399 0.5189756 0.7865766 -#> 4 0.6583672 0.6070399 0.5189756 0.7865766 +#> Value Mean Median 25th % 75th % +#> 10 0.2863813 0.1552936 0.05388682 0.5048504 +#> 11 0.3040031 0.1631759 0.05897970 0.5387056 +#> 11 0.3268747 0.1901532 0.06986700 0.5837946 #> -#> -- chol (VI Rank: 7) ------------------------------------- +#> -- albumin (VI Rank: 7) ---------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 250 0.2888222 0.1345402 0.03932400 0.5148838 -#> 310 0.2963786 0.1468409 0.04355530 0.5328728 -#> 401 0.3167786 0.1858660 0.07206203 0.5462129 +#> 3.3 0.3262871 0.1903782 0.06054024 0.6108546 +#> 3.5 0.3036352 0.1556788 0.05654525 0.5458010 +#> 3.8 0.2855665 0.1540199 0.05336999 0.5033495 #> -#> -- sex (VI Rank: 8) -------------------------------------- +#> -- ascites (VI Rank: 8) ---------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> m 0.3559202 0.2427792 0.11136359 0.5918001 -#> f 0.2961114 0.1447474 0.04519829 0.5286689 +#> 0 0.3020660 0.1499472 0.05384831 0.5426342 +#> 1 0.4518423 0.3638425 0.24341274 0.6433297 #> -#> -- albumin (VI Rank: 9) ---------------------------------- +#> -- ast (VI Rank: 9) -------------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 3.3 0.3179870 0.1792141 0.05618604 0.5867335 -#> 3.5 0.2949167 0.1504756 0.04419944 0.5431911 -#> 3.8 0.2796421 0.1442010 0.04322619 0.4983203 +#> 82 0.2892887 0.1466898 0.05112062 0.5135115 +#> 117 0.3067945 0.1587376 0.05443293 0.5522869 +#> 153 0.3298465 0.1791157 0.07169660 0.6069204 #> -#> -- spiders (VI Rank: 10) --------------------------------- +#> -- chol (VI Rank: 10) ------------------------------------ #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 0 0.2938741 0.1409483 0.04142812 0.5359432 -#> 1 0.3340425 0.1980884 0.07789822 0.5684732 +#> 250 0.2927177 0.1496405 0.04763950 0.5048974 +#> 310 0.3023735 0.1576780 0.05465480 0.5158055 +#> 401 0.3248603 0.1923752 0.07233946 0.5526811 #> #> -- edema (VI Rank: 11) ----------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 0 0.2924324 0.1412817 0.04519829 0.5371075 -#> 0.5 0.3551633 0.2253930 0.09232238 0.6292695 -#> 1 0.4483613 0.3452986 0.24076168 0.6666047 +#> 0 0.2959085 0.1499472 0.05285512 0.5406550 +#> 0.5 0.3637250 0.2550075 0.10860243 0.6126169 +#> 1 0.4575163 0.3709865 0.25421885 0.6489456 #> -#> -- ast (VI Rank: 12) ------------------------------------- +#> -- spiders (VI Rank: 12) --------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 82 0.2865611 0.1445626 0.04299327 0.5266939 -#> 117 0.3005119 0.1613674 0.04946382 0.5545645 -#> 153 0.3200434 0.1727147 0.06368975 0.5874615 +#> 0 0.2976539 0.1499472 0.05137698 0.5310312 +#> 1 0.3426720 0.2230450 0.09443604 0.5593377 #> -#> -- platelet (VI Rank: 13) -------------------------------- +#> -- hepato (VI Rank: 13) ---------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 200 0.3092421 0.1609407 0.04686314 0.5939281 -#> 257 0.3030627 0.1558075 0.04495160 0.5733261 -#> 318 0.3000361 0.1472874 0.04767242 0.5563967 +#> 0 0.2912547 0.1493194 0.05056845 0.5242976 +#> 1 0.3268190 0.1830504 0.07537275 0.5490061 #> -#> -- hepato (VI Rank: 14) ---------------------------------- +#> -- trt (VI Rank: 14) ------------------------------------- #> #> |---------------- risk ----------------| -#> Value Mean Median 25th % 75th % -#> 0 0.2892663 0.1461239 0.0424868 0.5374039 -#> 1 0.3194366 0.1847444 0.0611695 0.5538878 +#> Value Mean Median 25th % 75th % +#> d_penicill_main 0.3139442 0.1728924 0.06002565 0.5541061 +#> placebo 0.3083033 0.1575168 0.05420006 0.5508226 #> #> -- trig (VI Rank: 15) ------------------------------------ #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 85 0.2962616 0.1432713 0.03963869 0.5358985 -#> 108 0.3017943 0.1540859 0.04217322 0.5560627 -#> 151 0.3138737 0.1796233 0.04994688 0.5590738 +#> 85 0.3011420 0.1531589 0.05085489 0.5339691 +#> 108 0.3087066 0.1626084 0.05129435 0.5384522 +#> 151 0.3229588 0.1833097 0.06437458 0.5452205 #> -#> -- trt (VI Rank: 16) ------------------------------------- +#> -- alk.phos (VI Rank: 16) -------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> d_penicill_main 0.3092348 0.1775864 0.04966480 0.5487896 -#> placebo 0.3016658 0.1552409 0.04556513 0.5621203 +#> 922 0.3123888 0.1719807 0.05639797 0.5655804 +#> 1278 0.3140034 0.1688451 0.05799607 0.5687561 +#> 2068 0.3170148 0.1684038 0.05899212 0.5944319 #> -#> -- alk.phos (VI Rank: 17) -------------------------------- +#> -- platelet (VI Rank: 17) -------------------------------- #> #> |---------------- risk ----------------| #> Value Mean Median 25th % 75th % -#> 922 0.3013807 0.1433016 0.04407730 0.5567570 -#> 1278 0.3036860 0.1476446 0.04521654 0.5569806 -#> 2068 0.3088907 0.1540810 0.04858680 0.5654406 +#> 200 0.3169215 0.1771280 0.05563475 0.5902139 +#> 257 0.3112003 0.1692829 0.05472123 0.5747745 +#> 318 0.3078816 0.1724278 0.05521177 0.5625068 #> #> Predicted risk at time t = 1826.25 for top 17 predictors

    It’s easy enough to turn this ‘summary’ object into a @@ -430,12 +430,12 @@

    Multiple variables, marginally head(as.data.table(pd_smry)) #> variable importance Value Mean Median 25th % 75th % -#> 1: bili 0.08991457 0.80 0.2298980 0.1157904 0.04132253 0.3678720 -#> 2: bili 0.08991457 1.4 0.2513220 0.1351933 0.05504898 0.3887824 -#> 3: bili 0.08991457 3.5 0.3735709 0.2923891 0.16348936 0.5577971 -#> 4: age 0.02156699 42 0.2736346 0.1338475 0.03915902 0.4605820 -#> 5: age 0.02156699 50 0.3013697 0.1548903 0.04441111 0.5430635 -#> 6: age 0.02156699 57 0.3329590 0.2082692 0.06778463 0.5781336 +#> 1: bili 0.11347395 0.80 0.2376199 0.1175227 0.05112242 0.3796784 +#> 2: bili 0.11347395 1.4 0.2639813 0.1491127 0.07001711 0.4313834 +#> 3: bili 0.11347395 3.5 0.3750645 0.2959060 0.16393912 0.5687616 +#> 4: copper 0.04899814 43 0.2669529 0.1343897 0.05166615 0.4478705 +#> 5: copper 0.04899814 74 0.2910106 0.1560732 0.06745016 0.4930575 +#> 6: copper 0.04899814 129 0.3458559 0.2276424 0.10882113 0.5518172 #> pred_horizon level #> 1: 1826.25 <NA> #> 2: 1826.25 <NA> @@ -454,8 +454,8 @@

    Multiple variables, jointly
     
 pred_spec = list(bili = seq(1, 5, length.out = 20),
-               edema = levels(pbc_orsf_train$edema),
-               trt = levels(pbc_orsf$trt))
+                 edema = levels(pbc_orsf_train$edema),
+                 trt = levels(pbc_orsf$trt))
 
 pd_bili_edema <- orsf_pd_oob(fit, pred_spec)
 
@@ -530,18 +530,18 @@ 
    Visualizing ICE curvesice_oob <- orsf_ice_oob(fit, pred_spec, boundary_checks = FALSE)
 
 ice_oob
-#>       pred_horizon id_variable id_row bili      pred
-#>    1:      1826.25           1      1    1 0.9035317
-#>    2:      1826.25           1      2    1 0.1012207
-#>    3:      1826.25           1      3    1 0.6983324
-#>    4:      1826.25           1      4    1 0.3368231
-#>    5:      1826.25           1      5    1 0.1054981
+#>       id_variable id_row pred_horizon bili      pred
+#>    1:           1      1      1826.25    1 0.9216359
+#>    2:           1      2      1826.25    1 0.1141265
+#>    3:           1      3      1826.25    1 0.7337662
+#>    4:           1      4      1826.25    1 0.3585570
+#>    5:           1      5      1826.25    1 0.1417314
 #>   ---                                               
-#> 6896:      1826.25          25    272   10 0.4456932
-#> 6897:      1826.25          25    273   10 0.5718185
-#> 6898:      1826.25          25    274   10 0.4973769
-#> 6899:      1826.25          25    275   10 0.3913366
-#> 6900:      1826.25          25    276   10 0.5321202
    +#> 6896: 25 272 1826.25 10 0.3264152 +#> 6897: 25 273 1826.25 10 0.4338510 +#> 6898: 25 274 1826.25 10 0.4856256 +#> 6899: 25 275 1826.25 10 0.3136700 +#> 6900: 25 276 1826.25 10 0.5347941

    • id_variable is an identifier for the current value of the variable(s) that are in the data. 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100644 Binary files a/articles/pd_files/figure-html/unnamed-chunk-9-1.png and b/articles/pd_files/figure-html/unnamed-chunk-9-1.png differ diff --git a/deps/bootstrap-5.2.2/bootstrap.min.css b/deps/bootstrap-5.2.2/bootstrap.min.css index e22139ea..00b3edd5 100644 --- a/deps/bootstrap-5.2.2/bootstrap.min.css +++ b/deps/bootstrap-5.2.2/bootstrap.min.css @@ -1,6 +1,6 @@ -/*! +@import url("font.css");:root{--bslib-bootstrap-version: 5;--bslib-preset-name: sandstone;--bslib-preset-type: bootswatch}/*! * Bootstrap v5.2.2 (https://getbootstrap.com/) * Copyright 2011-2022 The Bootstrap Authors * Copyright 2011-2022 Twitter, Inc. * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) - */@import url("font.css");:root{--bs-blue: #325d88;--bs-indigo: #6610f2;--bs-purple: #6f42c1;--bs-pink: #e83e8c;--bs-red: #d9534f;--bs-orange: #f47c3c;--bs-yellow: #ffc107;--bs-green: #93c54b;--bs-teal: #20c997;--bs-cyan: #29abe0;--bs-black: #000;--bs-white: #fff;--bs-gray: 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auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;justify-content:flex-start;-webkit-justify-content:flex-start}.btn-toolbar .input-group{width:auto}.btn-group{border-radius:.375rem}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:-1px}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n + 3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart .dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;-webkit-flex-direction:column;align-items:flex-start;-webkit-align-items:flex-start;justify-content:center;-webkit-justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:-1px}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: .9rem;--bs-nav-link-padding-y: .5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: var(--bs-link-color);--bs-nav-link-hover-color: var(--bs-link-hover-color);--bs-nav-link-disabled-color: #dfd7ca;display:flex;display:-webkit-flex;flex-wrap:wrap;-webkit-flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;transition:color 0.15s ease-in-out,background-color 0.15s ease-in-out,border-color 0.15s ease-in-out}@media (prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link.disabled{color:var(--bs-nav-link-disabled-color);pointer-events:none;cursor:default}.nav-tabs{--bs-nav-tabs-border-width: 1px;--bs-nav-tabs-border-color: #dfd7ca;--bs-nav-tabs-border-radius: .375rem;--bs-nav-tabs-link-hover-border-color: #dfd7ca;--bs-nav-tabs-link-active-color: #495057;--bs-nav-tabs-link-active-bg: #fff;--bs-nav-tabs-link-active-border-color: #dfd7ca #dfd7ca #fff;border-bottom:var(--bs-nav-tabs-border-width) solid var(--bs-nav-tabs-border-color)}.nav-tabs .nav-link{margin-bottom:calc(-1 * var(--bs-nav-tabs-border-width));background:none;border:var(--bs-nav-tabs-border-width) solid transparent;border-top-left-radius:var(--bs-nav-tabs-border-radius);border-top-right-radius:var(--bs-nav-tabs-border-radius)}.nav-tabs .nav-link:hover,.nav-tabs .nav-link:focus{isolation:isolate;border-color:var(--bs-nav-tabs-link-hover-border-color)}.nav-tabs .nav-link.disabled,.nav-tabs .nav-link:disabled{color:var(--bs-nav-link-disabled-color);background-color:transparent;border-color:transparent}.nav-tabs .nav-link.active,.nav-tabs .nav-item.show 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992px){.navbar-expand-lg{flex-wrap:nowrap;-webkit-flex-wrap:nowrap;justify-content:flex-start;-webkit-justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row;-webkit-flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;display:-webkit-flex !important;flex-basis:auto;-webkit-flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;-webkit-flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:transparent !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas 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var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) 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var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: .75rem;--bs-pagination-padding-y: .375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: #8e8c84;--bs-pagination-bg: #f8f5f0;--bs-pagination-border-width: 1px;--bs-pagination-border-color: #dfd7ca;--bs-pagination-border-radius: .375rem;--bs-pagination-hover-color: #8e8c84;--bs-pagination-hover-bg: #f8f5f0;--bs-pagination-hover-border-color: 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.page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: .75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: .5rem}.pagination-sm{--bs-pagination-padding-x: .5rem;--bs-pagination-padding-y: .25rem;--bs-pagination-font-size:.875rem;--bs-pagination-border-radius: .25rem}.badge{--bs-badge-padding-x: .65em;--bs-badge-padding-y: .35em;--bs-badge-font-size:.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: .375rem;display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: 1px solid var(--bs-alert-border-color);--bs-alert-border-radius: .375rem;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-default{--bs-alert-color: #55544f;--bs-alert-bg: #e8e8e6;--bs-alert-border-color: #ddddda}.alert-default .alert-link{color:#44433f}.alert-primary{--bs-alert-color: #1e3852;--bs-alert-bg: #d6dfe7;--bs-alert-border-color: #c2cedb}.alert-primary .alert-link{color:#182d42}.alert-secondary{--bs-alert-color: #55544f;--bs-alert-bg: #e8e8e6;--bs-alert-border-color: #ddddda}.alert-secondary .alert-link{color:#44433f}.alert-success{--bs-alert-color: #58762d;--bs-alert-bg: #e9f3db;--bs-alert-border-color: #dfeec9}.alert-success .alert-link{color:#465e24}.alert-info{--bs-alert-color: #196786;--bs-alert-bg: #d4eef9;--bs-alert-border-color: #bfe6f6}.alert-info .alert-link{color:#14526b}.alert-warning{--bs-alert-color: #924a24;--bs-alert-bg: #fde5d8;--bs-alert-border-color: #fcd8c5}.alert-warning .alert-link{color:#753b1d}.alert-danger{--bs-alert-color: #82322f;--bs-alert-bg: #f7dddc;--bs-alert-border-color: #f4cbca}.alert-danger .alert-link{color:#682826}.alert-light{--bs-alert-color: #959390;--bs-alert-bg: #fefdfc;--bs-alert-border-color: #fdfcfb}.alert-light .alert-link{color:#777673}.alert-dark{--bs-alert-color: #252623;--bs-alert-bg: #d8d9d8;--bs-alert-border-color: #c5c5c4}.alert-dark .alert-link{color:#1e1e1c}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress{--bs-progress-height: 1rem;--bs-progress-font-size:.75rem;--bs-progress-bg: #dfd7ca;--bs-progress-border-radius: 10px;--bs-progress-box-shadow: inset 0 1px 2px rgba(0,0,0,0.075);--bs-progress-bar-color: #325d88;--bs-progress-bar-bg: #325d88;--bs-progress-bar-transition: width 0.6s ease;display:flex;display:-webkit-flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;display:-webkit-flex;flex-direction:column;-webkit-flex-direction:column;justify-content:center;-webkit-justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media (prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media (prefers-reduced-motion: 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". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;-webkit-text-decoration:none;-moz-text-decoration:none;-ms-text-decoration:none;-o-text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid 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768px){.list-group-horizontal-md{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width: 992px){.list-group-horizontal-lg{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width: 1200px){.list-group-horizontal-xl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media (min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row;-webkit-flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1 * var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-default{color:#55544f;background-color:#e8e8e6}.list-group-item-default.list-group-item-action:hover,.list-group-item-default.list-group-item-action:focus{color:#55544f;background-color:#d1d1cf}.list-group-item-default.list-group-item-action.active{color:#fff;background-color:#55544f;border-color:#55544f}.list-group-item-primary{color:#1e3852;background-color:#d6dfe7}.list-group-item-primary.list-group-item-action:hover,.list-group-item-primary.list-group-item-action:focus{color:#1e3852;background-color:#c1c9d0}.list-group-item-primary.list-group-item-action.active{color:#fff;background-color:#1e3852;border-color:#1e3852}.list-group-item-secondary{color:#55544f;background-color:#e8e8e6}.list-group-item-secondary.list-group-item-action:hover,.list-group-item-secondary.list-group-item-action:focus{color:#55544f;background-color:#d1d1cf}.list-group-item-secondary.list-group-item-action.active{color:#fff;background-color:#55544f;border-color:#55544f}.list-group-item-success{color:#58762d;background-color:#e9f3db}.list-group-item-success.list-group-item-action:hover,.list-group-item-success.list-group-item-action:focus{color:#58762d;background-color:#d2dbc5}.list-group-item-success.list-group-item-action.active{color:#fff;background-color:#58762d;border-color:#58762d}.list-group-item-info{color:#196786;background-color:#d4eef9}.list-group-item-info.list-group-item-action:hover,.list-group-item-info.list-group-item-action:focus{color:#196786;background-color:#bfd6e0}.list-group-item-info.list-group-item-action.active{color:#fff;background-color:#196786;border-color:#196786}.list-group-item-warning{color:#924a24;background-color:#fde5d8}.list-group-item-warning.list-group-item-action:hover,.list-group-item-warning.list-group-item-action:focus{color:#924a24;background-color:#e4cec2}.list-group-item-warning.list-group-item-action.active{color:#fff;background-color:#924a24;border-color:#924a24}.list-group-item-danger{color:#82322f;background-color:#f7dddc}.list-group-item-danger.list-group-item-action:hover,.list-group-item-danger.list-group-item-action:focus{color:#82322f;background-color:#dec7c6}.list-group-item-danger.list-group-item-action.active{color:#fff;background-color:#82322f;border-color:#82322f}.list-group-item-light{color:#959390;background-color:#fefdfc}.list-group-item-light.list-group-item-action:hover,.list-group-item-light.list-group-item-action:focus{color:#959390;background-color:#e5e4e3}.list-group-item-light.list-group-item-action.active{color:#fff;background-color:#959390;border-color:#959390}.list-group-item-dark{color:#252623;background-color:#d8d9d8}.list-group-item-dark.list-group-item-action:hover,.list-group-item-dark.list-group-item-action:focus{color:#252623;background-color:#c2c3c2}.list-group-item-dark.list-group-item-action.active{color:#fff;background-color:#252623;border-color:#252623}.btn-close{box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:#fff;background:transparent url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23fff'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e") center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:.8}.btn-close:hover{color:#fff;text-decoration:none;opacity:1}.btn-close:focus{outline:0;box-shadow:0 0 0 .25rem rgba(50,93,136,0.25);opacity:1}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;-o-user-select:none;opacity:.25}.btn-close-white{filter:invert(1) grayscale(100%) brightness(200%)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: .75rem;--bs-toast-padding-y: .5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(255,255,255,0.85);--bs-toast-border-width: 1px;--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: .375rem;--bs-toast-box-shadow: 0 0.5rem 1rem rgba(0,0,0,0.15);--bs-toast-header-color: #8e8c84;--bs-toast-header-bg: rgba(255,255,255,0.85);--bs-toast-header-border-color: rgba(0,0,0,0.05);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 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      -

      aorsf 0.0.8

      -
      • Fixed an issue where an uninformative error message would occur when pred_horizon was > max(time) for orsf_summarize_uni. Thanks to @JyHao1 and @DustinMLong for finding this!
        • +

        aorsf 0.1.0 (unreleased)

        +

        • Re-worked aorsf’s C++, code following the design of ranger, to set it up for classification and regression trees.

          • +

        • Allowed multi-threading to be performed in orsf(), predict.orsf_fit(), and functions in the orsf_vi() and orsf_pd() family.

          • +

        • Allowed for sampling without replacement and sampling a specific fraction of observations in orsf()

          • +

        • Included Harrell’s C-statistic as an option for assessing goodness of splits while growing trees.

          • +

        • Fixed an issue where an uninformative error message would occur when pred_horizon was > max(time) for orsf_summarize_uni. Thanks to @JyHao1 and @DustinMLong for finding this!

      aorsf 0.0.7

      CRAN release: 2023-01-12

      diff --git a/pkgdown.yml b/pkgdown.yml index c5c21f27..90de2bba 100644 --- a/pkgdown.yml +++ b/pkgdown.yml @@ -5,7 +5,7 @@ articles: aorsf: aorsf.html oobag: oobag.html pd: pd.html -last_built: 2023-06-22T13:59Z +last_built: 2023-10-03T13:12Z urls: reference: https://bcjaeger.github.io/aorsf/reference article: https://bcjaeger.github.io/aorsf/articles diff --git a/reference/as.data.table.orsf_summary_uni.html b/reference/as.data.table.orsf_summary_uni.html index b942d7ef..5550e6fc 100644 --- a/reference/as.data.table.orsf_summary_uni.html +++ b/reference/as.data.table.orsf_summary_uni.html @@ -95,15 +95,14 @@

      Examples as.data.table(smry) #> variable importance value mean medn lwr upr -#> 1: bili 0.08277766 0.80 0.2301540 0.1213991 0.04384612 0.3632298 -#> 2: bili 0.08277766 1.4 0.2533019 0.1369414 0.06234643 0.3945524 -#> 3: bili 0.08277766 3.5 0.3743729 0.2924060 0.16881386 0.5535621 -#> 4: age 0.02448427 42 0.2753335 0.1313418 0.04338893 0.4759448 -#> 5: age 0.02448427 50 0.2996014 0.1604108 0.04860258 0.5224047 -#> 6: age 0.02448427 57 0.3297558 0.2033118 0.06749447 0.5771804 -#> 7: copper 0.02417170 43 0.2653807 0.1361330 0.04788850 0.4815198 -#> 8: copper 0.02417170 74 0.2815288 0.1514194 0.05565025 0.5046373 -#> 9: copper 0.02417170 129 0.3356331 0.2209152 0.09872186 0.5629189 +#> 1: bili 0.11335268 0.80 0.2391516 0.1284440 0.05040147 0.3752717 +#> 2: bili 0.11335268 1.4 0.2665209 0.1525751 0.07366653 0.4166036 +#> 3: bili 0.11335268 3.5 0.3778914 0.2903714 0.16790307 0.5554436 +#> 4: copper 0.05233150 43 0.2664576 0.1432909 0.05256681 0.4597101 +#> 5: copper 0.05233150 74 0.2923785 0.1733215 0.06497367 0.4908371 +#> 6: copper 0.05233150 129 0.3524981 0.2463764 0.11770067 0.5688816 +#> 7: sex 0.02822171 m 0.3574475 0.2437981 0.11149337 0.5860940 +#> 8: sex 0.02822171 f 0.3049245 0.1564033 0.05324929 0.5618207 #> pred_horizon level #> 1: 1788 <NA> #> 2: 1788 <NA> @@ -111,9 +110,8 @@

      Examples#> 4: 1788 <NA> #> 5: 1788 <NA> #> 6: 1788 <NA> -#> 7: 1788 <NA> -#> 8: 1788 <NA> -#> 9: 1788 <NA> +#> 7: 1788 m +#> 8: 1788 f

      diff --git a/reference/orsf.html b/reference/orsf.html index 4f7b3ad8..801820bf 100644 --- a/reference/orsf.html +++ b/reference/orsf.html @@ -69,12 +69,16 @@

      Usage n_tree = 500, n_split = 5, n_retry = 3, + n_thread = 1, mtry = NULL, + sample_with_replacement = TRUE, + sample_fraction = 0.632, leaf_min_events = 1, leaf_min_obs = 5, + split_rule = "logrank", split_min_events = 5, split_min_obs = 10, - split_min_stat = 3.841459, + split_min_stat = switch(split_rule, logrank = 3.841459, cstat = 0.5), oobag_pred_type = "surv", oobag_pred_horizon = NULL, oobag_eval_every = n_tree, @@ -148,6 +152,10 @@

      ArgumentsArgumentsArgumentsArgumentsArgumentsDetails on inputs

      What is an oblique decision tree?

      @@ -408,7 +447,7 @@

      Examples## N trees: 500 ## N predictors total: 17 ## N predictors per node: 5 -## Average leaves per tree: 24 +## Average leaves per tree: 25 ## Min observations in leaf: 5 ## Min events in leaf: 1 ## OOB stat value: 0.84 @@ -481,7 +520,7 @@

      Linear combinations with you # estimate two principal components. pca <- stats::prcomp(x_node, rank. = 2) # use the second principal component to split the node - pca$rotation[, 2L, drop = FALSE] + pca$rotation[, 1L, drop = FALSE] }

    We can plug these functions into orsf_control_custom(), and then pass @@ -513,24 +552,24 @@

    Linear combinations with you

    The AUC values, from highest to lowest:

    sc$AUC$score[order(-AUC)]

    ##    model times       AUC         se     lower     upper
-## 1:   net  1788 0.9107925 0.02116880 0.8693024 0.9522826
-## 2: accel  1788 0.9106308 0.02178112 0.8679406 0.9533210
-## 3:   cph  1788 0.9072690 0.02120139 0.8657150 0.9488229
-## 4:   pca  1788 0.8915619 0.02335399 0.8457889 0.9373349
-## 5: rando  1788 0.8900944 0.02228487 0.8464168 0.9337719

    +## 1: accel 1788 0.9095660 0.02113628 0.8681397 0.9509924 +## 2: net 1788 0.9093490 0.02158187 0.8670493 0.9516487 +## 3: cph 1788 0.9066412 0.02196233 0.8635958 0.9496866 +## 4: rando 1788 0.9013929 0.02194349 0.8583845 0.9444014 +## 5: pca 1788 0.9001017 0.02233370 0.8563284 0.9438749

    And the indices of prediction accuracy:

    sc$Brier$score[order(-IPA), .(model, times, IPA)]

    ##         model times       IPA
-## 1:      accel  1788 0.4891448
-## 2:        cph  1788 0.4687734
-## 3:        net  1788 0.4652211
-## 4:      rando  1788 0.4011573
-## 5:        pca  1788 0.3845911
+## 1:      accel  1788 0.4812191
+## 2:        net  1788 0.4810210
+## 3:        cph  1788 0.4735707
+## 4:        pca  1788 0.4408537
+## 5:      rando  1788 0.4240110
 ## 6: Null model  1788 0.0000000

    -

    From inspection,