Literature DB >> 26748838

An Individual's Rate of Forgetting is Stable Over Time but Differs Across Materials.

Florian Sense1,2,3, Friederike Behrens4, Rob R Meijer3, Hedderik van Rijn1,2,3.   

Abstract

One of the goals of computerized tutoring systems is to optimize the learning of facts. Over a hundred years of declarative memory research have identified two robust effects that can improve such systems: the spacing and the testing effect. By making optimal use of both and adjusting the system to the individual learner using cognitive models based on declarative memory theories, such systems consistently outperform traditional methods (Van Rijn, Van Maanen, & Van Woudenberg, 2009). This adjustment process is driven by a continuously updated estimate of the rate of forgetting for each item and learner on the basis of the learner's accuracy and response time. In this study, we investigated to what extent these estimates of individual rates of forgetting are stable over time and across different materials. We demonstrate that they are stable over time but not across materials. Even though most theories of human declarative memory assume a single underlying rate of forgetting, we show that, in practice, it makes sense to assume different materials are forgotten at different rates. If a computerized, adaptive fact-learning system allowed different rates of forgetting for different materials, it could adapt to individual learners more readily.
Copyright © 2016 Cognitive Science Society, Inc.

Entities:  

Keywords:  Learning; Parameter stability; Spacing; Testing; Tutoring

Mesh:

Year:  2016        PMID: 26748838     DOI: 10.1111/tops.12183

Source DB:  PubMed          Journal:  Top Cogn Sci        ISSN: 1756-8757


  3 in total

1.  Recovering Reliable Idiographic Biological Parameters from Noisy Behavioral Data: the Case of Basal Ganglia Indices in the Probabilistic Selection Task.

Authors:  Yinan Xu; Andrea Stocco
Journal:  Comput Brain Behav       Date:  2021-03-24

2.  Are stronger memories forgotten more slowly? No evidence that memory strength influences the rate of forgetting.

Authors:  Haggar Cohen-Dallal; Isaac Fradkin; Yoni Pertzov
Journal:  PLoS One       Date:  2018-07-13       Impact factor: 3.240

3.  Benefits of Adaptive Learning Transfer From Typing-Based Learning to Speech-Based Learning.

Authors:  Thomas Wilschut; Florian Sense; Maarten van der Velde; Zafeirios Fountas; Sarah C Maaß; Hedderik van Rijn
Journal:  Front Artif Intell       Date:  2021-12-07
  3 in total

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