Parameterised approximation of the fixation probability of the dominant mutation in the multi-type Moran process

The multi-type Moran process is an evolutionary process on a connected graph G in which each vertex has one of k types and, in each step, a vertex v is chosen to reproduce its type to one of its neighbours. The probability of a vertex v being chosen for reproduction is proportional to the fitness of the type of v . So far, the literature was almost solely concerned with the 2-type Moran process in which each vertex is either healthy (type 0) or a mutant (type 1), and the main problem of interest has been the (approximate) computation of the so-called fixation probability , i.e., the probability that eventually all vertices are mutants. In this work we initiate the study of approximating fixation probabilities in the multi-type Moran process on general graphs. Our main result is an FPTRAS (fixed-parameter tractable randomised approximation scheme) for computing the fixation probability of the dominant mutation; the parameter is the number of types and their fitnesses. In the course of our studies we also provide novel upper bounds on the expected absorption time , i.e., the time that it takes the multi-type Moran process to reach a state in which each vertex has the same type.

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Publication Details

Journal
Theoretical Computer Science
Published
2024-08-22
DOI
https://doi.org/10.1016/j.tcs.2024.114785
Citations
1
Primary Topic
Stochastic processes and statistical mechanics
Type
article
Field-Weighted Citation Impact
0.89

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article

Parameterised approximation of the fixation probability of the dominant mutation in the multi-type Moran process

Leslie Ann Goldberg, Tassilo Constantin Schwarz, Marc Roth
1 citations
Theoretical Computer Science
Stochastic processes and statistical mechanics
0.89
article

Parameterised approximation of the fixation probability of the dominant mutation in the multi-type Moran process

Leslie Ann Goldberg, Tassilo Constantin Schwarz, Marc Roth
article en
1 citations

Abstract

The multi-type Moran process is an evolutionary process on a connected graph G in which each vertex has one of k types and, in each step, a vertex v is chosen to reproduce its type to one of its neighbours. The probability of a vertex v being chosen for reproduction is proportional to the fitness of the type of v . So far, the literature was almost solely concerned with the 2-type Moran process in which each vertex is either healthy (type 0) or a mutant (type 1), and the main problem of interest has been the (approximate) computation of the so-called fixation probability , i.e., the probability that eventually all vertices are mutants. In this work we initiate the study of approximating fixation probabilities in the multi-type Moran process on general graphs. Our main result is an FPTRAS (fixed-parameter tractable randomised approximation scheme) for computing the fixation probability of the dominant mutation; the parameter is the number of types and their fitnesses. In the course of our studies we also provide novel upper bounds on the expected absorption time , i.e., the time that it takes the multi-type Moran process to reach a state in which each vertex has the same type.

Theoretical Computer ScienceVol. 1016
Queen Mary University of London (GB), University of Oxford (GB)
Studienstiftung des Deutschen Volkes
Openalex Percentile: Top 31%
Stochastic processes and statistical mechanics
0.89
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