see:
|
X_pred <- X_pred[stats::complete.cases(X_pred),] |
library(survival)
library(survivalsvm)
set.seed(123)
n <- nrow(veteran)
train.index <- sample(seq_len(n), 0.7*n, replace = FALSE)
test.index <- setdiff(seq_len(n), train.index)
train <- veteran[train.index, , drop = FALSE]
test <- veteran[test.index, , drop = FALSE]
test[1, "karno"] <- NA_real_
survsvm.reg <- survivalsvm(
Surv(diagtime, status) ~ .,
data = train,
type = "regression",
gamma.mu = 1,
opt.meth = "quadprog",
kernel = "add_kernel"
)
pred.survsvm.reg <- predict(
object = survsvm.reg,
newdata = test
)
conindex(
pred.survsvm.reg,
Surv(test$diagtime, test$status)
)
#> Error in conindex(pred.survsvm.reg, Surv(test$diagtime, test$status)): Error: lengths do not macht.
complete_rows <- complete.cases(test)
conindex(
pred.survsvm.reg,
Surv(
test$diagtime[complete_rows],
test$status[complete_rows]
)
)
#> C Index
#> 0.7109905
Created on 2022-04-27 by the reprex package (v2.0.1)
Session info
sessioninfo::session_info()
#> - Session info ---------------------------------------------------------------
#> setting value
#> version R version 4.1.2 (2021-11-01)
#> os Windows 10 x64 (build 19044)
#> system x86_64, mingw32
#> ui RTerm
#> language (EN)
#> collate Italian_Italy.1252
#> ctype Italian_Italy.1252
#> tz Europe/Berlin
#> date 2022-04-27
#> pandoc 2.14.0.3 @ C:/Program Files/RStudio/bin/pandoc/ (via rmarkdown)
#>
#> - Packages -------------------------------------------------------------------
#> package * version date (UTC) lib source
#> assertthat 0.2.1 2019-03-21 [1] CRAN (R 4.1.2)
#> backports 1.4.1 2021-12-13 [1] CRAN (R 4.1.2)
#> base64enc 0.1-3 2015-07-28 [1] CRAN (R 4.1.1)
#> checkmate 2.0.0 2020-02-06 [1] CRAN (R 4.1.2)
#> cli 3.1.1 2022-01-20 [1] CRAN (R 4.1.2)
#> cluster 2.1.2 2021-04-17 [2] CRAN (R 4.1.2)
#> colorspace 2.0-2 2021-06-24 [1] CRAN (R 4.1.2)
#> crayon 1.4.2 2021-10-29 [1] CRAN (R 4.1.2)
#> data.table 1.14.2 2021-09-27 [1] CRAN (R 4.1.2)
#> DBI 1.1.2 2021-12-20 [1] CRAN (R 4.1.2)
#> digest 0.6.29 2021-12-01 [1] CRAN (R 4.1.2)
#> dplyr 1.0.7 2021-06-18 [1] CRAN (R 4.1.2)
#> ellipsis 0.3.2 2021-04-29 [1] CRAN (R 4.1.2)
#> evaluate 0.14 2019-05-28 [1] CRAN (R 4.1.2)
#> fansi 1.0.2 2022-01-14 [1] CRAN (R 4.1.2)
#> fastmap 1.1.0 2021-01-25 [1] CRAN (R 4.1.2)
#> foreign 0.8-81 2020-12-22 [2] CRAN (R 4.1.2)
#> Formula 1.2-4 2020-10-16 [1] CRAN (R 4.1.1)
#> fs 1.5.2 2021-12-08 [1] CRAN (R 4.1.2)
#> generics 0.1.2 2022-01-31 [1] CRAN (R 4.1.2)
#> ggplot2 3.3.5 2021-06-25 [1] CRAN (R 4.1.2)
#> glue 1.6.1 2022-01-22 [1] CRAN (R 4.1.2)
#> gridExtra 2.3 2017-09-09 [1] CRAN (R 4.1.2)
#> gtable 0.3.0 2019-03-25 [1] CRAN (R 4.1.2)
#> highr 0.9 2021-04-16 [1] CRAN (R 4.1.2)
#> Hmisc 4.6-0 2021-10-07 [1] CRAN (R 4.1.2)
#> htmlTable 2.4.0 2022-01-04 [1] CRAN (R 4.1.2)
#> htmltools 0.5.2 2021-08-25 [1] CRAN (R 4.1.2)
#> htmlwidgets 1.5.4 2021-09-08 [1] CRAN (R 4.1.2)
#> jpeg 0.1-9 2021-07-24 [1] CRAN (R 4.1.1)
#> knitr 1.37 2021-12-16 [1] CRAN (R 4.1.2)
#> lattice 0.20-45 2021-09-22 [2] CRAN (R 4.1.2)
#> latticeExtra 0.6-29 2019-12-19 [1] CRAN (R 4.1.2)
#> lifecycle 1.0.1 2021-09-24 [1] CRAN (R 4.1.2)
#> magrittr 2.0.2 2022-01-26 [1] CRAN (R 4.1.2)
#> Matrix 1.3-4 2021-06-01 [2] CRAN (R 4.1.2)
#> munsell 0.5.0 2018-06-12 [1] CRAN (R 4.1.2)
#> nnet 7.3-16 2021-05-03 [2] CRAN (R 4.1.2)
#> pillar 1.7.0 2022-02-01 [1] CRAN (R 4.1.2)
#> pkgconfig 2.0.3 2019-09-22 [1] CRAN (R 4.1.2)
#> png 0.1-7 2013-12-03 [1] CRAN (R 4.1.1)
#> pracma 2.3.6 2021-12-07 [1] CRAN (R 4.1.2)
#> purrr 0.3.4 2020-04-17 [1] CRAN (R 4.1.2)
#> quadprog 1.5-8 2019-11-20 [1] CRAN (R 4.1.1)
#> R.cache 0.15.0 2021-04-30 [1] CRAN (R 4.1.3)
#> R.methodsS3 1.8.1 2020-08-26 [1] CRAN (R 4.1.1)
#> R.oo 1.24.0 2020-08-26 [1] CRAN (R 4.1.1)
#> R.utils 2.11.0 2021-09-26 [1] CRAN (R 4.1.3)
#> R6 2.5.1 2021-08-19 [1] CRAN (R 4.1.2)
#> RColorBrewer 1.1-2 2014-12-07 [1] CRAN (R 4.1.1)
#> reprex 2.0.1 2021-08-05 [1] CRAN (R 4.1.3)
#> rlang 1.0.1 2022-02-03 [1] CRAN (R 4.1.2)
#> rmarkdown 2.11 2021-09-14 [1] CRAN (R 4.1.2)
#> rpart 4.1-15 2019-04-12 [2] CRAN (R 4.1.2)
#> rstudioapi 0.13 2020-11-12 [1] CRAN (R 4.1.2)
#> scales 1.1.1 2020-05-11 [1] CRAN (R 4.1.2)
#> sessioninfo 1.2.2 2021-12-06 [1] CRAN (R 4.1.2)
#> stringi 1.7.6 2021-11-29 [1] CRAN (R 4.1.2)
#> stringr 1.4.0 2019-02-10 [1] CRAN (R 4.1.2)
#> styler 1.7.0 2022-03-13 [1] CRAN (R 4.1.3)
#> survival * 3.2-13 2021-08-24 [2] CRAN (R 4.1.2)
#> survivalsvm * 0.0.5 2018-02-05 [1] CRAN (R 4.1.2)
#> tibble 3.1.6 2021-11-07 [1] CRAN (R 4.1.2)
#> tidyselect 1.1.1 2021-04-30 [1] CRAN (R 4.1.2)
#> utf8 1.2.2 2021-07-24 [1] CRAN (R 4.1.2)
#> vctrs 0.3.8 2021-04-29 [1] CRAN (R 4.1.2)
#> withr 2.4.3 2021-11-30 [1] CRAN (R 4.1.2)
#> xfun 0.29 2021-12-14 [1] CRAN (R 4.1.2)
#> yaml 2.2.2 2022-01-25 [1] CRAN (R 4.1.2)
#>
#> [1] C:/Users/FedericoScognamiglio/OneDrive - Unit of Biostatistics Epidemiology and Public Health/Documenti/R/win-library/4.1
#> [2] C:/Program Files/R/R-4.1.2/library
#>
#> ------------------------------------------------------------------------------
see:
survivalsvm/R/predictions.R
Line 133 in d0eec0d
Created on 2022-04-27 by the reprex package (v2.0.1)
Session info