Schema Acquisition from One Example: Psychological Evidence for Explanation-Based Learning.

Woo‐kyoung Ahn, Raymond J. Mooney, William F. Brewer, GERALD F. DEJONG · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · 1987

Continue o n reverse if necessary a nd identify by block num ber)Recent explanation-based learning (EBL) models in A1 allow a computer program to learn a schema from"a^in'?* " "fi* " " " P1*' FOr eXample> GENESIS * ™ EBL system which learns a plan ' schema from a single specific instance presented in a narrative.Previous learning models in both AI and psychology have required multiple examples.This paper presents experimental evidence that w ed ictS nbv EBL T v " ''T * fr°m * Si" 8le na" alive and that the ^n e d schema agrees with that ?"!d" **d by Thls evldence suggests that GENESIS, originally constructed as a machine learn-eximple6" ' mterpreled " a Psychological model of learning a complex schema from a single 20.

Read the paper · More papers on PaperTik