AmoudSurv0.1.0 package

Tractable Parametric Odds-Based Regression Models

SNGLL

New Generalized Log-logistic (NGLL) survivor function.

sPGW

Power Generalised Weibull (PGW) survivor function.

sSCLL

Secant-log-logistic (SCLL) Survivor Function.

sSLL

Sine-Log-logistic (SLL) Survivor Function.

sTLL

Tangent-Log-logistic (TLL) Survivor Function.

sW

Weibull (W) Survivor Function.

MLEAFT

Accelerated Failure Time (AFT) Model.

MLEAO

Accelerated Odds (AO) Model.

MLEGO

General Odds (GO) Model.

MLEPO

Proportional Odds (PO) model.

pASLL

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

pATLL

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

pCLL

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

pdGG

Generalised Gamma (GG) Probability Density Function.

pEW

Exponentiated Weibull (EW) Cumulative Distribution Function.

pG

Gamma (G) Cumulative Distribution Function.

pGG

Generalised Gamma (GG) Cumulative Distribution Function.

pGLL

Generalized Log-logistic (GLL) cumulative distribution function.

pLL

Log-logistic (LL) Cumulative Distribution Function.

pLN

Lognormal (LN) Cumulative Distribution Function.

pMKW

Modified Kumaraswamy Weibull (MKW) Cumulative Distribution Function.

pMLL

Modified Log-logistic (MLL) cumulative distribution function.

pNGLL

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

pPGW

Power Generalised Weibull (PGW) cumulative distribution function.

pSCLL

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

pSLL

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

pTLL

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

pW

Weibull (W) Cumulative Distribution Function.

rASLL

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

rATLL

Arctangent-Log-logistic (ATLL) Hazard Function.

rCLL

Cosine-Log-logistic (CLL) Hazard Function.

rEW

Exponentiated Weibull (EW) Hazard Function.

rG

Gamma (G) Hazard Function.

rGG

Generalised Gamma (GG) Hazard Function.

rGLL

Generalized Log-logistic (GLL) hazard function.

rLL

Log-logistic (LL) Hazard Function.

rLN

Lognormal (LN) Hazard Function.

rMKW

Modified Kumaraswamy Weibull (MKW) Hazard Function.

rMLL

Modified Log-logistic (MLL) hazard function.

rNGLL

New Generalized Log-logistic (NGLL) hazard function.

rPGW

Power Generalised Weibull (PGW) hazard function.

rSCLL

Secant-log-logistic (SCLL) Hazard Function.

rSLL

Sine-Log-logistic (SLL) Hazard Function.

rTLL

Tangent-Log-logistic (TLL) Hazard Function.

rW

Weibull (W) Hazard Function.

sASLL

Arcsine-Log-logistic (ASLL) Survival Function.

sATLL

Arctangent-Log-logistic (ATLL) Survivor Function.

sCLL

Cosine-Log-logistic (CLL) Survivor Function.

sEW

Exponentiated Weibull (EW) Survivor Function.

sG

Gamma (G) Survivor Function.

sGG

Generalised Gamma (GG) Survival Function.

sGLL

Generalized Log-logistic (GLL) survivor function.

sLL

Log-logistic (LL) Survivor Function.

sLN

Lognormal (LN) Survivor Hazard Function.

sMKW

Modified Kumaraswamy Weibull (MKW) Survivor Function.

sMLL

Modified Log-logistic (MLL) survivor function.

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) <doi:10.1002/sim.4780020223>, and Muse et al., (2022) <doi:10.1016/j.aej.2022.01.033>.

  • Maintainer: Abdisalam Hassan Muse
  • License: GPL-3
  • Last published: 2022-09-08