Top, Prior distributions generating base ethnicity probabilities
Mi and Poisson crossover rates λ
i for individual
i. These parameters are for the autosomes. Similarly, we generate
MXi and λ
Xi for the X chromosome. The distribution of
MXi is dependent on the random variable
Mi.
Bottom, Allele counts, [
nA0(
j),
nA1(
j)], for marker
j in sample from population A and similar counts, [
nB0(
j),
nB1(
j)], for population B. We also have parameters τ(
A) and τ(
B) modeling divergence between our modern samples and the actual parental populations of our admixed sample sample. We generate “true” allele frequencies

for the modern populations and then allele frequencies
p(
j) for the parental populations.
M,λ and the allele frequencies
p(
j) now drive a Lander-Green HMM (Lander and Green 1987) that estimates ancestry at every point of the genome. Ancestries
Eij form a (hidden) Markov chain, and outputs
Oij are observable genotypes generated from the
Eij using the probabilities
pA(
j),
pB(
j).