Learning heuristic functions for large state spaces

Publication year: 2011 Source: Artificial Intelligence, Volume 175, Issues 16-17, October-November 2011, Pages 2075-2098 Shahab Jabbari Arfaee, Sandra Zilles, Robert C. Holte We investigate the use of machine learning to create effective heuristics for search algorithms such asor heuristic-search planners such as FF. Our method aims to generate a sequence of heuristics from a given weak heuristicand a set of unsolved training instances using a bootstrapping procedure

Publication year: 2011 Source: Artificial Intelligence, Volume 175, Issues 16-17, October-November 2011, Pages 2075-2098 Shahab Jabbari Arfaee, Sandra Zilles, Robert C. Holte We investigate the use of machine learning to create effective heuristics for search algorithms such asor heuristic-search planners such as FF. Our method aims to generate a sequence of heuristics from a given weak heuristicand a set of unsolved training instances using a bootstrapping procedure

Read the original post:
Learning heuristic functions for large state spaces