{"pk":28214,"title":"Bayesian Generalization of Emojis","subtitle":null,"abstract":"We explore how attributes and relations contribute to generalization of a property across stimuli for ecologically validstimuli used often to communicate: emojis. We use the Bayesian Generalization Framework to model generalizationjudgments from given triplets of emojis to new triplets of emojis that share either a common relation, common attribute,both, or neither. Based on the model predictions, we conducted a behavioral experiment investigating the strength ofattributes and relations when generalizing across emojis. The model learned to use attributes or relations appropriately;however when given triplets that share both a common attribute and relation, it gave more weight to the common attributesthan human participants did. This suggests that people are strongly, but not completely, biased towards using relationswhen generalizing a novel property across triplets of emojis.","language":"eng","license":{"name":"","short_name":"","text":null,"url":""},"keywords":[],"section":"Abstracts-Posters","is_remote":true,"remote_url":"https://escholarship.org/uc/item/6jk1w0v5","frozenauthors":[{"first_name":"Jacquiline","middle_name":"","last_name":"Erens","name_suffix":"","institution":"University of Wisconsin - Madison","department":""},{"first_name":"Joseph","middle_name":"","last_name":"Austerweil","name_suffix":"","institution":"University of Wisconsin - Madison","department":""}],"date_submitted":null,"date_accepted":null,"date_published":"2018-01-01T18:00:00Z","render_galley":null,"galleys":[{"label":"PDF","type":"pdf","path":"https://journalpub.escholarship.org/cognitivesciencesociety/article/28214/galley/17873/download/"}]}