Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2016/iii/paper-210/4/a/solution

Write on and on , and put and . Because the two groups have equal size, are orthonormal. Let and . The expected value of the adjacency matrix of a graph is . Consequently
Both displayed eigenvalues are positive under the stated range of , so the first matrix has matrix rank two. The other eigenvalues are zero. The figure shows the within-group and between-group blocks of this balanced stochastic block model; itself has zero diagonal.
Figure 1.
Expected adjacency blocks and the positive rank-one community signal
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