Being a subject of much controversy in Artificial Intelligence, there are still many open fundamental issues in the area of uncertain reasoning. This third volume presents new research results, representing significant progress in a number of issues. Because representation and reasoning under uncertainty are still poorly understood, and because implementation choices and tradeoffs are best understood in the context of specific applications, most of...