Modeling Activation Processes in Human Memory for Tag Recommendations | Using Models from Human Memory Theory to Implement Recommender Systems for Social Tagging and Microblogging Environments

Editor

S�dwestdeutscher Verlag f�r Hochschulschriften

Fecha de publicaci�n

2017

Idioma

Ingl�s

ISBN 10

6202320729

ISBN 13

9786202320726

Encuadernaci�n

Taschenbuch

Estado

Neu

Dimensiones

Peso

268 gramos

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B�cher

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Sinopsis

Social tagging systems enable users to collaboratively assign freely chosen keywords (i.e., tags) to resources (e.g., Web links). In order to support users in finding descriptive tags, tag recommendation algorithms have been proposed. One issue of current state-of-the-art tag recommendation algorithms is that they are often designed in a purely data-driven way and thus, lack a thorough understanding of the cognitive processes that play a role when people assign tags to resources. A prominent example is the activation equation of the cognitive architecture ACT-R, which formalizes activation processes in human memory to determine if a specific memory unit (e.g., a word or tag) will be needed in a specific context. It is the aim of this thesis to investigate if a cognitive-inspired approach, which models activation processes in human memory, can improve tag recommendations. The findings of this thesis demonstrate that activation processes in human memory can be utilized to improve not only social tag recommendations but also hashtag recommendations. This opens up a number of possible research strands for future work, such as the design of cognitive-inspired recommender systems.

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