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AmoudSurv (version 0.1.0)

Tractable Parametric Odds-Based Regression Models

Description

Fits tractable fully parametric odds-based regression models for survival data, including proportional odds (PO), accelerated failure time (AFT), accelerated odds (AO), and General Odds (GO) models in overall survival frameworks. Given at least an R function specifying the survivor, hazard rate and cumulative distribution functions, any user-defined parametric distribution can be fitted. We applied and evaluated a minimum of seventeen (17) various baseline distributions that can handle different failure rate shapes for each of the four different proposed odds-based regression models. For more information see Bennet et al., (1983) , and Muse et al., (2022) .

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Version

Install

install.packages('AmoudSurv')

Monthly Downloads

282

Version

0.1.0

License

GPL-3

Maintainer

Abdisalam Muse

Last Published

September 8th, 2022

Functions in AmoudSurv (0.1.0)

Tangent-Log-logistic (TLL) Cumulative Distribution Function.

Arctangent-Log-logistic (ATLL) Cumulative Distribution Function.

Secant-log-logistic (SCLL) Cumulative Distribution Function.

Sine-Log-logistic (SLL) Cumulative Distribution Function.

Cosine-Log-logistic (SLL) Cumulative Distribution Function.

Weibull (W) Cumulative Distribution Function.

Lognormal (LN) Cumulative Distribution Function.

Log-logistic (LL) Cumulative Distribution Function.

Lognormal (LN) Hazard Function.

Tangent-Log-logistic (TLL) Hazard Function.

Cosine-Log-logistic (CLL) Survivor Function.

Weibull (W) Hazard Function.

Log-logistic (LL) Hazard Function.

Exponentiated Weibull (EW) Survivor Function.

Generalised Gamma (GG) Probability Density Function.

Arcsine-Log-logistic (ASLL) Hazard Rate Function.

Cosine-Log-logistic (CLL) Hazard Function.

Arctangent-Log-logistic (ATLL) Hazard Function.

Modified Kumaraswamy Weibull (MKW) Hazard Function.

Modified Kumaraswamy Weibull (MKW) Survivor Function.

Lognormal (LN) Survivor Hazard Function.

Secant-log-logistic (SCLL) Hazard Function.

Sine-Log-logistic (SLL) Hazard Function.

Modified Log-logistic (MLL) hazard function.

New Generalized Log-logistic (NGLL) cumulative distribution function.

Modified Log-logistic (MLL) cumulative distribution function.

Power Generalised Weibull (PGW) cumulative distribution function.

Modified Kumaraswamy Weibull (MKW) Cumulative Distribution Function.

Generalized Log-logistic (GLL) hazard function.

Generalised Gamma (GG) Hazard Function.

New Generalized Log-logistic (NGLL) hazard function.

Power Generalised Weibull (PGW) hazard function.

Secant-log-logistic (SCLL) Survivor Function.

Sine-Log-logistic (SLL) Survivor Function.

Exponentiated Weibull (EW) Hazard Function.

Arctangent-Log-logistic (ATLL) Survivor Function.

Modified Log-logistic (MLL) survivor function.

Arcsine-Log-logistic (ASLL) Survival Function.

Gamma (G) Hazard Function.

Power Generalised Weibull (PGW) survivor function.

Weibull (W) Survivor Function.

Tangent-Log-logistic (TLL) Survivor Function.

Gamma (G) Survivor Function.

Generalised Gamma (GG) Survival Function.

Log-logistic (LL) Survivor Function.

Generalized Log-logistic (GLL) survivor function.

Accelerated Odds (AO) Model.

Accelerated Failure Time (AFT) Model.

General Odds (GO) Model.

New Generalized Log-logistic (NGLL) survivor function.

Larynx Cancer-Patients data set

Proportional Odds (PO) model.

Arcsine-Log-logistic (ASLL) Cumulative Distribution Function.

Leukemia data set

Bone Marrow Transplant (bmt) data set

Exponentiated Weibull (EW) Cumulative Distribution Function.

Gamma (G) Cumulative Distribution Function.

Gastric data set

Generalised Gamma (GG) Cumulative Distribution Function.

Generalized Log-logistic (GLL) cumulative distribution function.