When faced with inadequate information , humans often use knowledge gained from previous experience to help them in making decisions. Even when this knowledge is spread thinly among many previous experiences, humans are able to eeectively accumulate and apply it to a current classiica-tion task of interest. Inspired by human knowledge reuse, we have previously introduced a general framework for...