@article{heckerman1992from, author = {Heckerman, David and Shortliffe, Edward H.}, title = {From Certainty Factors to Belief Networks}, year = {1992}, month = {February}, abstract = {The certainty-factor (CF) model is a commonly used method for managing uncertainty in rule-based systems. We review the history and mechanics of the CF model, and delineate precisely its theoretical and practical limitations. In addition, we examine the belief network, a representation that is similar to the CF model but that is grounded firmly in probability theory. We show that the belief-network representation overcomes many of the limitations of the CF model, and provides a promising approach to the practical construction of expert systems.}, url = {http://approjects.co.za/?big=en-us/research/publication/certainty-factors-belief-networks/}, pages = {35-52}, journal = {Artificial Intelligence in Medicine}, }