2 citations · 2 across the 6 of their papers we have counts for
6 papers
When is using AI the rational choice? The importance of counterfactuals in AI deployment decisions
Paul Lehner, Elinor Yeo
Decisions to deploy AI capabilities are often driven by counterfactuals - a comparison of decisions made using AI to decisions that would have been made if the AI were not used. Co…
When Should a Decision Maker Ignore the Advice of a Decision Aid?
Paul E. Lehner, Theresa M. Mullin, Marvin S. Cohen
This paper argues that the principal difference between decision aids and most other types of information systems is the greater reliance of decision aids on fallible algorithms--a…
Robust Inference Policies
Paul E. Lehner
A series of monte carlo studies were performed to assess the extent to which different inference procedures robustly output reasonable belief values in the context of increasing le…
Reasoning under Uncertainty: Some Monte Carlo Results
Paul E. Lehner, Azar Sadigh
A series of monte carlo studies were performed to compare the behavior of some alternative procedures for reasoning under uncertainty. The behavior of several Bayesian, linear mode…
Two Procedures for Compiling Influence Diagrams
Paul E. Lehner, Azar Sadigh
Two algorithms are presented for "compiling" influence diagrams into a set of simple decision rules. These decision rules define simple-to-execute, complete, consistent, and near-o…
Constructing Belief Networks to Evaluate Plans
Paul E. Lehner, Christopher Elsaesser, Scott A. Musman
This paper examines the problem of constructing belief networks to evaluate plans produced by an knowledge-based planner. Techniques are presented for handling various types of com…