{"pk":30550,"title":"Schema Acquisition from One Example: Psychological Evidence for Explanation-Based Learning","subtitle":null,"abstract":"Recent explanalion-based learning (EBL) models in Al allow a computer program to learn aschema by analyzing a single example. For example. GENESIS is an EBL system which learns a planschema from a single specific instance presented in a narrative. Previous learning models in both Aland psychology have required multiple examples. This paper presents experimental evidence thatpeople can learn a plan schema from a single narrative and that the learned schema agrees with thatpredicted by EBL. This evidence suggests that GENESIS, originally constructed as a machine learningsystem, can be interpreted as a psychological model of learning a complex schema from a singleexample.","language":"eng","license":{"name":"","short_name":"","text":null,"url":""},"keywords":[],"section":"Problem Solving I","is_remote":true,"remote_url":"https://escholarship.org/uc/item/3dc3v7t0","frozenauthors":[{"first_name":"Woo-Kyoung","middle_name":"","last_name":"Ahn","name_suffix":"","institution":"University of Illinois at Urbana-Champaign","department":""},{"first_name":"Raymond","middle_name":"J.","last_name":"Mooney","name_suffix":"","institution":"University of Illinois at Urbana-Champaign","department":""},{"first_name":"William","middle_name":"F.","last_name":"Brewer","name_suffix":"","institution":"University of Illinois at Urbana-Champaign","department":""},{"first_name":"Gerald","middle_name":"F.","last_name":"DeJong","name_suffix":"","institution":"University of Illinois at Urbana-Champaign","department":""}],"date_submitted":null,"date_accepted":null,"date_published":"1987-01-01T18:00:00Z","render_galley":null,"galleys":[{"label":"PDF","type":"pdf","path":"https://journalpub.escholarship.org/cognitivesciencesociety/article/30550/galley/20399/download/"}]}