Before revision:  In contrast to the analytic approach  based on transition risk mappings,  a probabilistic setting is introduced based on novel concepts of regular conditional risk mapping and Markov update rule.
After revision:  In contrast to the analytic approach to risk for Markov chains based on transition risk mappings, a probabilistic setting is introduced based on novel concepts of regular conditional risk mapping and Markov update rule.