New pub: A Human-centric Approach to Explain Evolving Data

New pub: A Human-centric Approach to Explain Evolving Data

Conference
A recent study led by Gabriella Casalino at the University "Aldo Moro" of Bari, Italy in collaboration with Daniele Di Mitri highlights the importance of transparency and explainability in Machine Learning models used in educational environments. As we embrace this technological shift driven by AI in education, it is imperative to address the ethical considerations surrounding AI applications in educational settings. A recent study has underscored the critical importance of transparency and explainability in machine learning models utilized in educational environments. At the forefront of this study is the introduction of DISSFCM, a dynamic incremental classification algorithm that harnesses the power of fuzzy logic to analyze and interpret students' interactions within learning platforms; by offering human-centric explanations, the research endeavours to deepen stakeholders' understanding of how AI models arrive at…
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Invited talk at the University of The Philippines

Invited talk at the University of The Philippines

Invited talk
On June 19th, Daniele Di Mitri was invited to give an online talk at the University of the Philippines. The title of my talk was "Intelligent Tutors, Learning Analytics, and Multimodal Technologies," it served as the kickoff guest lecture for the webinar series hosted by the Intelligent Systems Center of the University of the Philippines. At its peak, the lecture had over 170 participants connected online. During the talk, he discussed how learners in the twenty-first century need continuous instruction and timely feedback to develop their competencies. In situations where human experts are not readily available, Artificial Intelligence (AI) systems can offer automatic, personalized, and real-time feedback to learners in distance learning settings. This allows learners to practice at their own pace while receiving continuous feedback. Moreover, AI feedback can…
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Planetary Hopes: C3S der GU Seeks Solutions to Planetary Polycrisis

Planetary Hopes: C3S der GU Seeks Solutions to Planetary Polycrisis

Citizens science, Digitalisation, Event, Research Methods
[caption id="attachment_6561" align="alignright" width="300"] Wissenschaftsminister Gremmels taucht per VR-Brille in die Geologie des Naturparks Kellerwald-Edersee ein; Foto: Uwe Dettmar[/caption] Global warming is causing sea levels to rise, making coastal cities uninhabitable. The earth’s biodiversity is being lost and the changing climatic conditions are causing species to migrate to new areas, both of which are transforming the agriculture landscape. Humans and their economic activities are contributing to these changes, which are referred to as planetary polycrises. There is still much to be learned about how these phenomena are connected to each other and how we humans and our economic practices contribute to them. Of essential significance is the unanswered question of what we can do to address these crises. An Interdisciplinary Approach to Global Challenges The Center for Critical Computational Studies…
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The final Consortial Meeting of the MILKI-PSY Project was held in Cologne

The final Consortial Meeting of the MILKI-PSY Project was held in Cologne

Event, New Pub, Project meeting
At the end of May, all project partners of the Multimodal Immersive Learning with Artificial Intelligence for Psychomotor Skills (MILKI-PSY) project convened for the concluding session at the Cologne Game Lab and the German Sport University in Cologne. The project's aim was to develop artificial intelligence-supported, data-driven, multimodal, immersive learning environments for the autonomous acquisition of psychomotor skills. The research outcomes and their corresponding learning tools underwent evaluation. These included a virtual learning environment developed to facilitate the training process, innovative feedback methods to learn and refine movements, and the creation of Augmented Reality and Virtual Reality applications for sports such as golf, dancing, and running. Furthermore, virtual learning scenarios were devised for collaborative tasks with a robot in assembly work. It was demonstrated that innovative, immersive learning environments could…
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GREAT project posters presentations at IEEE Games, Entertainment & Media Conference

Conference
Jane Yau was at the IEEE Games, Entertainment and Media Conference last week in Torino, Italy (5-7 June), and shared GREAT project findings - 📢Co-designing Pilot Games with Citizens and Policy Stakeholders to Increase Climate Action 📌This paper presents an initial report on the codesign processes between researchers and policy stakeholders in the GREAT (Games Realising Effective and Affective Transformation) project applied in the context of the climate emergency. 📢 Exploring the Concept of Mini Data Sprints as a Methodology to Assess Data Validity and Stimulate Climate Conversation 📌 The authors present two studies that have deployed mini data sprints (MDS). The MDS approach uses interactive data applications and visualisations to provoke citizens’ feelings, knowledge, and perspectives towards the climate conversation and presented data. These studies highlight how the MDS…
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What is University? Presentation in the Lecture Series of Goethe University

What is University? Presentation in the Lecture Series of Goethe University

Invited talk
[gallery columns="2" size="medium" ids="6538,6539,6536,6537"] On Thursday, 6th June 2024, Hendrik Drachsler and Daniele Di Mitri presented "Multimodal Learning Analytics: How AI and sensor technology are changing the way we learn." The presentation was part of a lecture series, "What is University?" organized by Goethe University. The presentation touched upon the relevance of Artificial Intelligence in Education, its sociotechnical implications, and the opportunities and challenges of Generative AI. It also included the role of Education Technologies in their three forms: Learning Analytics, AI in Education, and Immersive Learning. In the presentation, Drachsler and Di Mitri outlined their research, work, and thoughts on the added value of academic research and university AI in education instead of corporate research. A video recording of the presentation is available below.
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New Pub: Emotional and motivational effects of automated and personalized feedback

New Pub: Emotional and motivational effects of automated and personalized feedback

Computer-supported collaborative learning, Empirical Study, Feedback, Higher Education, Journal, Learning Analytics, New Pub, Open access
With increasingly large student numbers, providing personalized teacher feedback becomes untenable. On the other hand, providing students feedback about their work is an integral part of ensuring student support throughout their learning trajectory. Fortunately, Learning Analytics now makes it feasible to automatically deploy feedback to many students at once. However, the design of effective feedback still remains an area of investigation Joshua Weidlich, Aron Fink, Ioana Jivet, Jane Yau, Tornike Giorgashvili, Hendrik Drachsler, and Andreas Frey's recently published paper in the Journal of Computer-Assisted Learning focused on one key design feature: the reference frame. Any feedback content must be formulated in reference to some performance level, be it the average of the student group (social comparison), the desired performance level (criterion-referenced comparison), or past performance. A longstanding literature on this…
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JTEL workshop: Making Presentable Research

JTEL workshop: Making Presentable Research

Higher Education, Multimodal Learning Analytics, Workshop
[caption id="attachment_6515" align="aligncenter" width="640"] Photo of Nina and Stefan presenting in the worskhop[/caption] On May 14th, a workshop titled "Making Presentable Research" was held at the JTEL Summer School 2024, led by Stefan Hummel, Nina Mouhammad, Daniele Di Mitri, and Jan Schneider. The session was designed to equip PhD candidates with the skills necessary to effectively communicate their research. The ability to present research clearly and persuasively is a vital skill for PhD candidates. This workshop provided a platform to learn and practice these skills, using innovative software tools designed for message composition and nonverbal communication training. The workshop was organized into several segments, each focusing on different aspects of research presentation: An introduction to the topic and project. A guide to downloading and accessing the necessary software. A session…
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