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- abstractAugust 2024
AI for Education (AI4EDU): Advancing Personalized Education with LLM and Adaptive Learning
KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data MiningPages 6743–6744https://doi.org/10.1145/3637528.3671498Recent advanced AI technologies, especially large language models (LLMs) like GPTs, have significantly advanced the field of data mining and led to the development of various LLM-based applications. AI for education (AI4EDU) is a vibrant multi-...
- ArticleJuly 2022
A Transparency Index Framework for AI in Education
Artificial Intelligence in Education. Posters and Late Breaking Results, Workshops and Tutorials, Industry and Innovation Tracks, Practitioners’ and Doctoral ConsortiumPages 195–198https://doi.org/10.1007/978-3-031-11647-6_33AbstractNumerous AI ethics checklists and frameworks have been proposed focusing on different dimensions of ethical AI such as fairness, explainability, and safety. Yet, no such work has been done on developing transparent AI systems for real-world ...
- review-articleDecember 2021
A systematic review of physical–digital play technology and developmentally relevant child behaviour
- Pablo E. Torres,
- Philip I.N. Ulrich,
- Veronica Cucuiat,
- Mutlu Cukurova,
- María Clara Fercovic De la Presa,
- Rose Luckin,
- Amanda Carr,
- Thomas Dylan,
- Abigail Durrant,
- John Vines,
- Shaun Lawson
International Journal of Child-Computer Interaction (IJCCI), Volume 30, Issue Chttps://doi.org/10.1016/j.ijcci.2021.100323AbstractNew interactive physical–digital play technologies are shaping the way children play. These technologies refer to digital play technologies that engage children in analogue (non-digital) forms of behaviour, either alone or with others. ...
Highlights- We reviewed how physical–digital play engaged children in developmentally relevant behaviour.
- ArticleJune 2021
Machine Learning Models and Their Development Process as Learning Affordances for Humans
- Carmel Kent,
- Muhammad Ali Chaudhry,
- Mutlu Cukurova,
- Ibrahim Bashir,
- Hannah Pickard,
- Chris Jenkins,
- Benedict du Boulay,
- Anissa Moeini,
- Rosemary Luckin
AbstractThis paper explores the relationship between unsupervised machine learning models, and the mental models of those who develop or use them. In particular, we consider unsupervised models, as well as the ‘organisational co-learning process’ that ...
- ArticleJune 2021
Multi-task Learning Based Online Dialogic Instruction Detection with Pre-trained Language Models
AbstractIn this work, we study computational approaches to detect online dialogic instructions, which are widely used to help students understand learning materials, and build effective study habits. This task is rather challenging due to the widely-...
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- tutorialAugust 2020
Recent Advances in Multimodal Educational Data Mining in K-12 Education
KDD '20: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data MiningPages 3549–3550https://doi.org/10.1145/3394486.3406471Recently we have seen a rapid rise in the amount of education data available through the digitization of education. This huge amount of education data usually exhibits in a mixture form of images, videos, speech, texts, etc. It is crucial to consider ...
- ArticleJuly 2020
A Framework for Exploring the Impact of Tutor Practices on Learner Self-regulation in Online Environments
AbstractThere is increasing interest in the conceptualization of Self-Regulated learning (SRL) as a dynamic process which unfolds over the course of a learning activity. This is partly because this conceptualization could potentially be operationalized ...
- ArticleJune 2019
The Value of Multimodal Data in Classification of Social and Emotional Aspects of Tutoring
AbstractThere are many aspects of tutoring that are associated with social and emotional learning. These are complex processes that involve dynamic combinations of skills, abilities and knowledge. Here, we present the results of our investigation on the ...
- research-articleJanuary 2018
The NISPI framework
Computers & Education (CEDN), Volume 116, Issue CPages 93–109https://doi.org/10.1016/j.compedu.2017.08.007Collaborative problem-solving (CPS) is a fundamental skill for success in modern societies, and part of many common constructivist teaching approaches. However, its effective implementation and evaluation in both digital and physical learning ...
- posterApril 2016
Exploring the interplay between human and machine annotated multimodal learning analytics in hands-on STEM activities
- Daniel Spikol,
- Katerina Avramides,
- Mutlu Cukurova,
- Bahtijar Vogel,
- Rose Luckin,
- Emanuele Ruffaldi,
- Manolis Mavrikis
LAK '16: Proceedings of the Sixth International Conference on Learning Analytics & KnowledgePages 522–523https://doi.org/10.1145/2883851.2883920This poster explores how to develop a working framework for STEM education that uses both human annotated and machine data across a purpose-built learning environment. Our dual approach is to develop a robust framework for analysis and investigate how ...
- short-paperApril 2016
An analysis framework for collaborative problem solving in practice-based learning activities: a mixed-method approach
LAK '16: Proceedings of the Sixth International Conference on Learning Analytics & KnowledgePages 84–88https://doi.org/10.1145/2883851.2883900Systematic investigation of the collaborative problem solving process in open-ended, hands-on, physical computing design tasks requires a framework that highlights the main process features, stages and actions that then can be used to provide '...
- articleNovember 2013
Modelling teenage personal contexts to support technology enhanced enquiry into personal energy consumption
Reducing energy consumption is becoming an increasingly high government priority. Teenagers are an important category of future energy consumers, but little is known of their conceptions about energy and, particularly, how formal learning about energy ...
- articleOctober 2012
Online learning communities in context
International Journal of Web Based Communities (IJWBC), Volume 8, Issue 4Pages 440–454https://doi.org/10.1504/IJWBC.2012.049559Online learning communities could be seen as tools or resources that enable people to perform actions together online. One could conceptualise the multiplicity of resources both within and outwith the online community as the set of circumstances that ...
- articleAugust 2011
Limitless or pointless? An evaluation of augmented reality technology in the school and home
International Journal of Technology Enhanced Learning (IJTEL), Volume 3, Issue 5Pages 510–524https://doi.org/10.1504/IJTEL.2011.042102Augmented reality technology appears to offer great potential to engage learners and to enhance the process of knowledge construction. However, very little work has undergone formal evaluation, resulting in a lack of a deep and systematic understanding ...