LCGP - What does LCGP stand for? The Free Dictionary
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Computationally, the assumption that the tasks faced by the learner are related to one another represents a powerful bias at the metalevel, ensuring that metalearning algorithms do not run afoul of the NFL theorems or the LCGP
. Indeed, it has been shown both empirically (Thrun 1996) and theoretically (Baxter 2000) that this bias can improve generalization performance, especially when training data are scarce.
Least Commitment Graph-Plan (LCGP) (Cayrol, Regnier, and Vidal 2000) uses heuristics similar to Kambhampati and Sanchez (2000) in a GraphPlan algorithm that alters the structure of the planning graph.
New Results about LCGP, A Least Committed Graphplan.