2020
A General Machine Learning Framework for Survival Analysis
ECML PKDD 2020: In this work, we present a very general machine learning framework for time-to-event analysis that uses a data augmentation strategy to reduce complex survival tasks to standard Poisson regression tasks.
pammtools: Survival Analysis using Generalized Additive Mixed Models
R Medicine 2020: The pammtools package for Survival Analysis using Generalized Additive Mixed Models is introduced
Piece-wise exponential (Additive Mixed) Modelling Tools for Survival Analysis
ISCB41: The concept of Piece-wise exponential Addtive Mixed Modeling is introduced and its application illustrated using R package pammtools.
2019
Mapping Trypanasoma cruzi Infection Prevalence
Chagas is one of the neglected tropical diseases (NTD) in South America. In this talk for the NTD Consortium we presented ongoing work …
2017
Penalized Estimation of Cumulative Effects
On the use of piece-wise exponential additive mixed models for the estimation of cumulative effects in survival analysis.
