The Influence of Presentation Order on Category Transfer
Overview
Authors
Affiliations
This study of supervised categorization shows how different kinds of category representations are influenced by the order in which training examples are presented. We used the well-studied 5-4 category structure of Medin and Schaffer (1978) , which allows transfer of category learning to new stimuli to be discriminated as a function of rule-based or similarity-based category knowledge. In the rule-based training condition (thought to facilitate the learning of abstract logical rules and hypothesized to produce rule-based classification), items were grouped by subcategories and randomized within each subcategory. In the similarity-based training condition (thought to facilitate associative learning and hypothesized to produce exemplar classification), transitions between items within the same category were determined by their featural similarity and subcategories were ignored. We found that transfer patterns depended on whether the presentation order was similarity-based, or rule-based, with the participants particularly capitalizing on the rule-based order.
How to fit transfer models to learning data: a segmentation/clustering approach.
Mezzadri G, Laloe T, Mathy F, Reynaud-Bouret P Behav Res Methods. 2023; 56(3):2549-2568.
PMID: 37470953 DOI: 10.3758/s13428-023-02166-6.
Investigating interactions between types of order in categorization.
Mezzadri G, Reynaud-Bouret P, Laloe T, Mathy F Sci Rep. 2022; 12(1):21625.
PMID: 36517553 PMC: 9751307. DOI: 10.1038/s41598-022-25776-0.
Ge Y, Li F, Li X, Li W Front Psychol. 2022; 12:770885.
PMID: 34975661 PMC: 8718114. DOI: 10.3389/fpsyg.2021.770885.
Nosofsky R, Slaughter C, McDaniel M Cogn Res Princ Implic. 2019; 4(1):48.
PMID: 31858294 PMC: 6923306. DOI: 10.1186/s41235-019-0200-5.
Model-guided search for optimal natural-science-category training exemplars: A work in progress.
Nosofsky R, Sanders C, Zhu X, McDaniel M Psychon Bull Rev. 2018; 26(1):48-76.
PMID: 29987765 DOI: 10.3758/s13423-018-1508-8.