BIB-VERSION:: CS-TR-v2.0 ID:: STAN//CS-TR-85-1036 ENTRY:: May 01, 1995 ORGANIZATION:: Stanford University, Department of Computer Science TITLE:: Learning control heuristics in BB1 TYPE:: Technical Report AUTHOR:: Hayes-Roth, Barbara AUTHOR:: Hewett, Micheal DATE:: January 1985 PAGES:: 18 ABSTRACT:: BB1, a blackboard system building architecture, ameliorates the knowledge acquisition bottleneck with generic knowledge sources that learn control heuristics. Some learning knowledge sources replace the knowledge engineer, interacting directly with domain experts. Others operate autonomously. The paper presents a trace from the illustrative knowledge source. Understand-Preference, running in PROTEAN, a blackboard system for elucidating protein structure. Understand-Preference is triggered when a domain expert overrides one of BB1's scheduling recommendations. It identifies and encodes the heuristic underlying the expert's scheduling decision. The trace illustrates how learning knowledge sources exploit BB1's rich representation of domain and control knowledge, actions, and resuits. NOTES:: [Adminitrivia V1/Prg/19950501] END:: STAN//CS-TR-85-1036