5 citations · 12 across the 7 of their papers we have counts for
3 papers · 1 filter
A method for comparing inferred evolutionary accumulation dynamics across covariates and model structures
Jakob Fernø, Michelle B. Verstraaten, Lila Gravellier +3
In this note we describe a method for comparing inferred dynamics in evolutionary accumulation models (EvAMs). These models involve the acquisition of multiple, potentially codepen…
A structural causal framework for interventions on evolutionary accumulation models
Ramon Diaz-Uriarte, Íñigo Ríos-Arroyo, Iain G. Johnston
Evolutionary accumulation models (EvAMs), also known as cancer progression models (CPMs), infer dependencies in the order of accumulation of mutations during tumor progression from…
Extracting useful information about reversible evolutionary processes from irreversible evolutionary accumulation models
Iain G. Johnston
Evolutionary accumulation models (EvAMs) are an emerging class of machine learning methods designed to infer the evolutionary pathways by which features are acquired. Applications…