Balík: r-cran-riskregression (2023.12.21+ds-1)

[ Zdroj: r-cran-riskregression  ]

GNU R Risk Regression Models and Prediction Scores for Survival

Analysis with Competing Risks Implementation of the following methods for event history analysis. Risk regression models for survival endpoints also in the presence of competing risks are fitted using binomial regression based on a time sequence of binary event status variables. A formula interface for the Fine-Gray regression model and an interface for the combination of cause-specific Cox regression models. A toolbox for assessing and comparing performance of risk predictions (risk markers and risk prediction models). Prediction performance is measured by the Brier score and the area under the ROC curve for binary possibly time-dependent outcome. Inverse probability of censoring weighting and pseudo values are used to deal with right censored data. Lists of risk markers and lists of risk models are assessed simultaneously. Cross-validation repeatedly splits the data, trains the risk prediction models on one part of each split and then summarizes and compares the performance across splits.

Ostatné balíky súvisiace s balíkom r-cran-riskregression

• dep: libblas3

  referenčné implementácie základnej lineárnej algebry - zdieľaná knižnica

  alebo libblas.so.3

  virtuálny balík poskytovaný balíkom libatlas3-base, libblas3, libblis4-openmp, libblis4-pthread, libblis4-serial, libopenblas0-openmp, libopenblas0-pthread, libopenblas0-serial

• dep: libc6 (>= 2.29)

  knižnica GNU C - zdieľané knižnice
  tiež virtuálny balík poskytovaný balíkom libc6-udeb

• dep: libgcc-s1 (>= 3.5)

  podporná knižnica GCC

• dep: libstdc++6 (>= 13.1)

  štandardná knižnica C++ GNU v3

• dep: r-api-4.0

  virtuálny balík poskytovaný balíkom r-base-core

• dep: r-cran-cmprsk

  GNU R subdistribution analysis of competing risks

• dep: r-cran-data.table (>= 1.12.2)

  GNU R - rozšírenie Data.frame

• dep: r-cran-doparallel

  GNU R foreach parallel adaptor for the parallel package

• dep: r-cran-foreach

  GNU R podpora cyklov foreach

• dep: r-cran-ggplot2 (>= 3.1.0)

  implementácia Gramatiky grafiky

• dep: r-cran-lattice

  balík GNU R pre grafiku „Trellis“

• dep: r-cran-lava (>= 1.6.5)

  GNU R latent variable models

• dep: r-cran-mets

  GNU R analysis of multivariate event times

• dep: r-cran-mvtnorm

  balík GNU R na výpočet viacrozmerných normálnych a T rozdelení

• dep: r-cran-plotrix

  GNU R package providing various plotting functions

• dep: r-cran-prodlim (>= 2018.4.18)

  GNU R product-limit estimation for Censored Event History Analysis

• dep: r-cran-publish

  GNU R format output of various routines

• dep: r-cran-ranger

  Fast Implementation of Random Forests

• dep: r-cran-rcpp

  balík GNU R na hladkú integráciu R a C++

• dep: r-cran-rcpparmadillo

  GNU R package for Armadillo C++ linear algebra library

• dep: r-cran-rms (>= 5.1.3)

  GNU R regression modeling strategies by Frank Harrell

• dep: r-cran-survival (>= 2.44.1)

  balík GNU R na analýzu prežitia

• dep: r-cran-timereg (>= 1.9.3)

  GNU R flexible regression models for survival data

• rec: r-cran-boot

  balík GNU R funkcií na bootstrapping podľa Davisona a Hinkleyho

• rec: r-cran-gbm

  GNU R package providing Generalized Boosted Regression Models

• rec: r-cran-glmnet

  Lasso and Elastic-Net Regularized Generalized Linear Models

• rec: r-cran-mgcv

  balík GNU R na odhad viacerých parametrov vyhladzovania

• rec: r-cran-nnls

  GNU R package for non-negative least squares (the Lawson-Hanson algorithm)

• rec: r-cran-numderiv

  GNU R package for accurate numerical derivatives

• rec: r-cran-party

  GNU R laboratory for recursive partytioning

• rec: r-cran-pec

  GNU R Prediction Error Curves for risk prediction models in survival

• rec: r-cran-proc

  Display and Analyze ROC Curves

• rec: r-cran-r.rsp

  Dynamic Generation of Scientific Reports

• rec: r-cran-randomforest

  GNU R package implementing the random forest classificator

• rec: r-cran-rpart

  balík GNU R na rekurzívne rozhodovacie a regresné stromy

• rec: r-cran-smcfcs

  GNU R multiple imputation of Covariates by substantive model

• rec: r-cran-testthat

  GNU R testsuite

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