Transform data to Piece-wise Exponential Data (PED) formatFunctions to transform data sets in different formats to PED format, suitable to be fit as PAMMs. |
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Transform data to Piece-wise Exponential Data (PED) |
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PED helper functionsFunctions that help extract (interval-specific) summary information from PED and create newdata, e.g., for prediction and plotting. |
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Create start/end times and interval information |
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Extract interval information and median/modus values for covariates |
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Construct a data frame suitable for prediction |
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Information on intervals in which times fall |
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Extract information from PAMMsFunctions that help extract information from fitted model objects, e.g., smooth effects for plotting |
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Extract fixed coefficient table from model object |
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Extract 1d smooth objects in tidy data format. |
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Extract 2d smooth objects in tidy format. |
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Extract random effects in tidy data format. |
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Extract cumulative coefficients (cumulative hazard differences) |
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Transform crps object to data.frame |
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S3 method for pamm objects for compatibility with package pec |
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Augment functionsFunctions that augment a data set by different quantaties like the hazard rate. |
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Embeds the data set with the specified (relative) term contribution |
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Add predicted (cumulative) hazard to data set |
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Add survival probability estimates |
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Add cumulative incidence function to data |
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Convenience functions for visualization of model outputs.Functions that facilitate effect plots (smooth effects, etc.) |
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Forrest plot of fixed coefficients |
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Plot smooth 1d terms of gam objects |
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Plot tensor product effects |
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Plot Normal QQ plots for random effects |
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Plot 1D (smooth) effects |
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Visualize effect estimates for specific covariate combinations |
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Plot Lag-Lead windows |
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Calculate (or plot) cumulative effect for all time-points of the follow-up |
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(Cumulative) (Step-) Hazard Plots. |
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Step ribbon plots. |
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Extract plot information for all special model terms |
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Data setsData sets contained in |
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Stomach area tumor data |
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Survival data of critically ill ICU patients |
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Time-dependent covariates of the |
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Time until staphylococcus aureaus infection in children, with possible recurrence |
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Simulated data with cumulative effects |
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UtilitiesUtility functions |
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Generate a sequence over the range of a vector |
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Simulate survival times from the piece-wise exponential distribution |
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Construct or extract data that represents a lag-lead window |
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Add time-dependent covariate to a data set |
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pammtools: Piece-wise exponential Additive Mixed Modeling tools. |
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Extract the partial effects of non-linear model terms |