I am not sure which sentence is correct.
In general the weights could be arbitrary chosen, but one special case is obtained by using exponential weights.
In general the weights could be arbitrarily chosen, but one special case is obtained by using exponential weights
According to a previous post of mine, I think arbitrarily is correct, since chosen is a verb. Is this correct?