Beardsley M, Hernández‐Leo D, Ramirez‐Melendez R. Seeking reproducibility: Assessing a multimodal study of the testing effect. Journal of Computer Assisted Learning
We have relevant datasets, repositories, frameworks and tools of relevance for research and technology transfer initiatives related to knowledge extraction. This section provides an overview on a selection of them and links to download or contact details.
The MdM Strategic Research Program has its own community in Zenodo for material available in this repository
as well as at the UPF e-repository 
. Below a non-exhaustive list of datasets representative of the research in the Department.
As part of the promotion of the availability of resources, the creation of specific communities in Zenodo has also been promoted, at level of research communities (for instance, MIR and Educational Data Analytics) or MSc programs (for instance, the Master in Sound and Music Computing)
Beardsley M, Hernández‐Leo D, Ramirez‐Melendez R. Seeking reproducibility: Assessing a multimodal study of the testing effect. Journal of Computer Assisted Learning
Beardsley M, Hernández‐Leo D, Ramirez‐Melendez R. Seeking reproducibility: Assessing a multimodal study of the testing effect. Journal of Computer Assisted Learning
Low‐cost devices have widened the use of multimodal data in experiments providing a more complete picture of behavioural effects. However, the accurate collection and combination of multimodal and behavioural data in a manner that enables reproducibility is challenging and often requires researchers to refine their approaches. This paper presents a direct replication of a multimodal wordlist experiment. Specifically, we use a low‐cost Emotiv EPOC® to acquire electrophysiological measures of brain activity to investigate whether retrieval during learning facilitates the encoding of subsequent learning as measured by performance on recall tests and reflected by changes in alpha wave oscillations. Behavioural results of the wordlist experiment were replicated, but physiological results were not. We conclude the paper by highlighting the challenges faced in terms of replicating the previous work and in attempting to facilitate the reproducibility of our own experiment.
Additional material: