Wednesday 30 August 2017

evolution - Hamilton's derivation of direct fitness from his 1970 paper


In his 1970 paper "Selfish and Spiteful Behaviour in an Evolutionary Model", Hamilton uses Price's equation to derive his well-known rule $rb -c >0$. My question is about one of the steps in his derivation.


Hamilton considers a population of $n$ individuals. Let $s_{ij}$ be the effect of individual $i$ on the fitness of $j$. The fitness of an individual $j$ is defined as $w_j = 1 + \sum_i s_{ij}$, $w=1/n \sum_j w_j$ is the mean fitness in the population, and $q=1/n \sum_j q_j$ is the average frequency of a certain allele. Using Price's equation, we get


$w \Delta q = Cov (q_j, \sum_i s_{ij})$.


So far so good. But Hamilton then says that this equation can be rewritten as


$w\Delta q = \sum_i 1/n \sum_j (q_j - q)s_{ij}$


Based on the definition of covariance (i.e., $Cov (X,Y) = E((X-E(X))(Y-E(Y)))$, this seems to only be the case if $E(\sum_i s_{ij}) = 1/n \sum_j \sum_i s_{ij} = 0$. But this would imply that the average fitness wouldn't change over time, which sounds odd for me. In sum, I don't understand this step in Hamilton's paper. What am I missing?



Answer



Actually the derivation is pretty straightforward. It's easier to use the fact that $Cov(X,Y) = E(XY) - E(X)E(Y)$ to derive this result. Suppose $x_{j} = \sum_{i} s_{ij}$.

\begin{align*} Cov (x_j, q_{j}) &= E (x_{j}q_{j}) - E (x_{j}) E (q_{j}) \\ &= \frac{1}{n}\sum x_{j} q_{j} - \frac{1}{n}\sum x_{j} q \\ &= \frac{1}{n} \sum x_{j} (q_{j} - q) \end{align*}


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