In the first chapter of the dissertation, we give a very elementary proof of a more detailed version of one of D. Voiculescu\u27s results, which was a key ingredient in Voiculescu\u27s proof that his free entropy is additive when the variables are free. In the second chapter of the dissertation, based on the notion of upper free orbit-dimension introduced by D. Hadwin and J. Shen, we introduce a new invariant on finite von Neumann algebras that do not necessarily act on separable Hilbert space. We show that this invariant is independent of the generating set, and we obtain a number of results for von Neumann algebras that are not finitely generated. In the third chapter of the dissertation, we consider the class of approximately divisible C...