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Analysis of institutional authors

Daza Garcia, RobertoAuthorCobos Perez, RuthAuthorMorales Moreno, AythamiAuthorFierrez Aguilar, JulianAuthor

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Proceedings Paper

User experience study using a system for generating multimodal learning analytics dashboards

Publicated to:Interaccion '23: Proceedings of the XXIII International Conference on Human Computer Interaction. 29- - 2023-09-04 (), DOI: 10.1145/3612783.3612813

Authors: Becerra, Alvaro; Daza, Roberto; Cobos, Ruth; Morales, Aythami; Fierrez, Julian

Affiliations

Univ Autonoma Madrid, Madrid, Spain - Author
Universidad Autónoma de Madrid - Author

Abstract

In the article, we present a Web-based System called M2LADS, which supports the integration and visualization of multimodal data recorded in user experiences (UX) in a Learning Analytics (LA) system in the form of Web-based Dashboards. Based on the edBB platform, the multimodal data gathered contains biometric and behavioral signals including electroencephalogram data to measure learners' cognitive attention, heart rate for affective measures and visual attention from the video recordings. Additionally, learners' static background data and their learning performance measures are tracked using LOGGE tool. M2LADS provides opportunities to capture learners' holistic experience during their interactions with the learning analytic system in order to improve the system and the user experience of the learners.

Keywords

dashboarde-learningmoocmultimodal learning analyticsuser experience (ux)Biometrics and behaviorDashboardE-learningMoocMultimodal learning analyticsUser experience (ux)

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

From a relative perspective, and based on the normalized impact indicator calculated from the Field Citation Ratio (FCR) of the Dimensions source, it yields a value of: 1.79, which indicates that, compared to works in the same discipline and in the same year of publication, it ranks as a work cited above average. (source consulted: Dimensions Jun 2025)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-06-11, the following number of citations:

  • WoS: 1
  • Scopus: 1
  • OpenCitations: 1

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-06-11:

  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 18 (PlumX).

Leadership analysis of institutional authors

There is a significant leadership presence as some of the institution’s authors appear as the first or last signer, detailed as follows: Last Author (FIERREZ AGUILAR, JULIAN).