Structure change with transition matrix

We continue to consider

for a common matrix

but we change theta’s across groups.

We set bigger matrix thetas by merging theta’s vertically. That is,

when we have ns groups. Each is dim x 1 vector.

There are dim x ns numbers of elements in thetas in total.

We pick every dim numbers of rows in thetas in the program.