POIROT - Integrated Learning of Web Service Procedures

  title={POIROT - Integrated Learning of Web Service Procedures},
  author={Mark H. Burstein and Robert Laddaga and David D. McDonald and Michael T. Cox and Brett Benyo and Paul Robertson and Talib S. Hussain and Marshall Brinn and Drew McDermott},
POIROT is an integration framework for combining machine learning mechanisms to learn hierarchical models of web services procedures from a single or very small set of demonstration examples. The system is organized around a shared representation language for communications with a central hypothesis blackboard. Component learning systems share semantic representations of their hypotheses (generalizations) and inferences about demonstration traces. To further the process, components may generate… CONTINUE READING
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