In several practical circumstances we have to solve a problem whose instance is not a priori completely known. Situations of this kind occur in computer systems and networks management, in financial decision making, in robotics etc. Problems that have to be solved without a complete knowledge of the instance are called . The analysis of properties of problems and the design of algorithmic techniques for their solution () have been the subject of intense study since the 70-ies, when classical algorithms for scheduling tasks in an fashion [22] and for handling paging in virtual storage systems [11] have been first devised. In the 80-ies formal concepts for analyzing and measuring the quality of algorithms have been introduced [40] and the not...