An instance of the classical Stable Roommates problem need not admit a stable matching. Previous work has considered the problem of finding a matching that is "as stable as possible", i.e., admits the minimum number of blocking pairs. It is known that this problem is NP-hard and not approximable within n(1/2-epsilon), for any epsilon > 0, unless P = NP, where n is the number of agents in a given instance. In this paper, we extend the study to the Stable Roommates problem with Incomplete lists. In particular, we consider the case that the lengths of the lists are bounded by some integer d. We show that, even if d = 3, there is some c > 1 such that the problem of finding a matching with the minimum number of blocking pairs is not approximable within c unless P = NP. On the other hand, we show that the problem is solvable in polynomial time ford <= 2, and we give a (2d - 3)-approximation algorithm for fixed d >= 3. If the given lists satisfy an additional condition (namely the absence of a so-called elitist odd party - a structure that is unlikely to exist in general), the performance guarantee improves to 2d - 4. (C) 2012 Elsevier B.V. All rights reserved.