@article{lee2023multimodal,

title = {MultiModal Teacher Dashboards: Challenges and Opportunities of Enhancing Teacher Insights through a case study},

author = {Serena Lee-Cultura and Kshitij Sharma and Michail Giannakos},

year  = {2023},

date = {2023-01-01},

journal = {IEEE Transactions on Learning Technologies},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mylonas2023playful,

title = {Playful interventions for sustainability awareness in educational environments: A longitudinal, large-scale study in three countries},

author = {Georgios Mylonas and Joerg Hofstaetter and Michail Giannakos and Andreas Friedl and Pavlos Koulouris},

year  = {2023},

date = {2023-01-01},

journal = {International Journal of Child-Computer Interaction},

volume = {35},

pages = {100562},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2023role,

title = {The role of learning theory in multimodal learning analytics},

author = {Michail Giannakos and Mutlu Cukurova},

year  = {2023},

date = {2023-01-01},

journal = {British Journal of Educational Technology},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{cosentino2023multisensory,

title = {Multisensory Interaction and Analytics to Enhance Smart Learning Environments: A Systematic Literature Review},

author = {Giulia Cosentino and Michail Giannakos},

year  = {2023},

date = {2023-01-01},

journal = {IEEE Transactions on Learning Technologies},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2023theory,

title = {Theory and intermediate-level knowledge in multimodal learning analytics},

author = {Michail Giannakos},

year  = {2023},

date = {2023-01-01},

journal = {Theory informing and arising from learning analytics. Springer Nature},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mangaroska2022exploring,

title = {Exploring students' cognitive and affective states during problem solving through multimodal data: Lessons learned from a programming activity},

author = {Katerina Mangaroska and Kshitij Sharma and Dragan Gašević and Michail Giannakos},

year  = {2022},

date = {2022-01-01},

journal = {Journal of Computer Assisted Learning},

volume = {38},

number = {1},

pages = {40–59},

publisher = {John Wiley & Sons, Inc. Chichester, UK},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{alwahaby2022evidence,

title = {The evidence of impact and ethical considerations of Multimodal Learning Analytics: A Systematic Literature Review},

author = {Haifa Alwahaby and Mutlu Cukurova and Zacharoula Papamitsiou and Michail Giannakos},

year  = {2022},

date = {2022-01-01},

journal = {The Multimodal Learning Analytics Handbook},

pages = {289–325},

publisher = {Springer International Publishing Cham},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{lee2022children,

title = {Children’s play and problem-solving in motion-based learning technologies using a multi-modal mixed methods approach},

author = {Serena Lee-Cultura and Kshitij Sharma and Michail Giannakos},

year  = {2022},

date = {2022-01-01},

journal = {International Journal of Child-Computer Interaction},

volume = {31},

pages = {100355},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2022keep,

title = {Keep calm and do not carry-forward: Toward sensor-data driven ai agent to enhance human learning},

author = {Kshitij Sharma and Serena Lee-Cultura and Michail Giannakos},

year  = {2022},

date = {2022-01-01},

journal = {Frontiers in Artificial Intelligence},

volume = {4},

pages = {713176},

publisher = {Frontiers},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2022children,

title = {Children’s facial expressions during collaborative coding: Objective versus subjective performances},

author = {Kshitij Sharma and Sofia Papavlasopoulou and Michail Giannakos},

year  = {2022},

date = {2022-01-01},

journal = {International Journal of Child-Computer Interaction},

volume = {34},

pages = {100536},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{vesin2022adaptive,

title = {Adaptive assessment and content recommendation in online programming courses: on the use of Elo-rating},

author = {Boban Vesin and Katerina Mangaroska and Kamil Akhuseyinoglu and Michail Giannakos},

year  = {2022},

date = {2022-01-01},

journal = {ACM Transactions on Computing Education (TOCE)},

volume = {22},

number = {3},

pages = {1–27},

publisher = {ACM New York, NY},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{spikol2022crossmmla,

title = {CROSSMMLA & SLE Workshop: Learning Analytics for Smart Learning Environments Crossing Physical and Virtual Learning Spaces},

author = {Daniel Spikol and Miguel L Bote Lorenzo and Multu Cukurova and Elise Lavoue and Michail Giannakos and Xavier Ochoa and Daniele Di Mitri and Davinia Hernandez-Leo},

year  = {2022},

date = {2022-01-01},

journal = {Companion Proceedings of the 12th},

pages = {173},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{shamir2021international,

title = {International Journal of Child-Computer Interaction},

author = {Gilad Shamir and Ilya Levin},

year  = {2021},

date = {2021-01-01},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{papamitsiou2021towards,

title = {Towards an educational data literacy framework: enhancing the profiles of instructional designers and e-tutors of online and blended courses with new competences},

author = {Zacharoula Papamitsiou and Michail E Filippakis and Marilena Poulou and Demetrios Sampson and Dirk Ifenthaler and Michail Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {Smart Learning Environments},

volume = {8},

number = {1},

pages = {1–26},

publisher = {SpringerOpen},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{markopoulos2021design,

title = {Design of digital technologies for children},

author = {Panos Markopoulos and Janet C Read and Michail Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {Handbook of human factors and ergonomics},

pages = {1287–1304},

publisher = {John Wiley & Sons, Inc. Hoboken, NJ, USA},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{papavlasopoulou2021investigating,

title = {Investigating gaze interaction to support children’s gameplay},

author = {Sofia Papavlasopoulou and Kshitij Sharma and David Melhart and Jasper Schellekens and Serena Lee-Cultura and Michail N Giannakos and Georgios N Yiannakakis},

year  = {2021},

date = {2021-01-01},

journal = {International Journal of Child-Computer Interaction},

volume = {30},

pages = {100349},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{christidou2021using,

title = {Using the lens of science capital to capture and explore children’s attitudes toward science in an informal making-based space},

author = {Dimitra Christidou and Sofia Papavlasopoulou and Michail Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {Information and Learning Sciences},

volume = {122},

number = {5/6},

pages = {317–340},

publisher = {Emerald Publishing Limited},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2021sensing,

title = {Sensing technologies and child–computer interaction: Opportunities, challenges and ethical considerations},

author = {Kshitij Sharma and Michail Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {International Journal of Child-Computer Interaction},

volume = {30},

pages = {100331},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mangaroska2021architecting,

title = {Architecting analytics across multiple e-learning systems to enhance learning design},

author = {Katerina Mangaroska and Boban Vesin and Vassilis Kostakos and Peter Brusilovsky and Michail N Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {IEEE Transactions on Learning Technologies},

volume = {14},

number = {2},

pages = {173–188},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{michalek2021using,

title = {Using Eye Tracking to Explore Visual Attention in Adolescents With Autism Spectrum Disorder},

author = {Anne MP Michalek and Jonna Bobzien and Victor A Lugo and Chung Hao Chen and Ann Bruhn and Michail Giannakos and Anne Michalek},

year  = {2021},

date = {2021-01-01},

journal = {International Journal of Biomedical and Clinical Engineering (IJBCE)},

volume = {10},

number = {1},

pages = {1–18},

publisher = {IGI Global},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2021systematic,

title = {Systematic literature review of e-learning capabilities to enhance organizational learning},

author = {Michail N Giannakos and Patrick Mikalef and Ilias O Pappas},

year  = {2021},

date = {2021-01-01},

journal = {Information Systems Frontiers},

pages = {1–17},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{papamitsiou2021supporting,

title = {Supporting learners in a crisis context with smart self-assessment},

author = {Zacharoula Papamitsiou and Martin Lunde and Jakob Westermoen and Michail N Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {Radical Solutions for Education in a Crisis Context: COVID-19 as an Opportunity for Global Learning},

pages = {207–224},

publisher = {Springer Singapore},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2021sensing,

title = {Sensing-based analytics in education: The rise of multimodal data enabled learning systems},

author = {Michail N Giannakos and Serena Lee-Cultura and Kshitij Sharma},

year  = {2021},

date = {2021-01-01},

journal = {IT Professional},

volume = {23},

number = {6},

pages = {31–38},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2021information,

title = {Information flow and cognition affect each other: Evidence from digital learning},

author = {Kshitij Sharma and Katerina Mangaroska and Niels Berkel and Michail Giannakos and Vassilis Kostakos},

year  = {2021},

date = {2021-01-01},

journal = {International Journal of Human-Computer Studies},

volume = {146},

pages = {102549},

publisher = {Academic Press},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mikalef2021seeking,

title = {Seeking information on social commerce: An examination of the impact of user-and marketer-generated content through an eye-tracking study},

author = {Patrick Mikalef and Kshitij Sharma and Ilias O Pappas and Michail Giannakos},

year  = {2021},

date = {2021-01-01},

journal = {Information Systems Frontiers},

volume = {23},

pages = {1273–1286},

publisher = {Springer US},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020nonb,

title = {Non-Formal and Informal Science Learning in the ICT Era. Lecture Notes in Educational Technology.},

author = {Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Lecture Notes in Educational Technology},

publisher = {Springer. Available from: Springer Nature. One New York Plaza, Suite 4600~…},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2020towards,

title = {Towards Obtaining Facial Proxies for Gaze behaviour in TEL},

author = {Kshitij Sharma and Shitanshu Mishra and Zacharoula Papamitsiou and Anabil Munshi and Bikram Kumar De and Gautam Biswas and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

publisher = {International Society of the Learning Sciences (ISLS)},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{vesin2020learning,

title = {Learning Introductory Programming with Smart Learning Environment.},

author = {Boban Vesin and Katerina Mangaroska and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {ERCIM News},

volume = {2020},

number = {120},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{pappas2020identifying,

title = {Identifying the combinations of motivations and emotions for creating satisfied users in SNSs: An fsQCA approach},

author = {Ilias O Pappas and Sofia Papavlasopoulou and Patrick Mikalef and Michail N Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {International Journal of Information Management},

volume = {53},

pages = {102128},

publisher = {Pergamon},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2020eye,

title = {Eye-tracking and artificial intelligence to enhance motivation and learning},

author = {Kshitij Sharma and Michail Giannakos and Pierre Dillenbourg},

year  = {2020},

date = {2020-01-01},

journal = {Smart Learning Environments},

volume = {7},

number = {1},

pages = {1–19},

publisher = {SpringerOpen},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2020utilizing,

title = {Utilizing interactive surfaces to enhance learning, collaboration and engagement: Insights from learners’ gaze and speech},

author = {Kshitij Sharma and Ioannis Leftheriotis and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Sensors},

volume = {20},

number = {7},

pages = {1964},

publisher = {MDPI},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2020multimodal,

title = {Multimodal data capabilities for learning: What can multimodal data tell us about learning?},

author = {Kshitij Sharma and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {British Journal of Educational Technology},

volume = {51},

number = {5},

pages = {1450–1484},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{cukurova2020promise,

title = {The promise and challenges of multimodal learning analytics},

author = {Mutlu Cukurova and Michail Giannakos and Roberto Martinez-Maldonado},

year  = {2020},

date = {2020-01-01},

journal = {British Journal of Educational Technology},

volume = {51},

number = {5},

pages = {1441–1449},

publisher = {Wiley},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{angeli2020computational,

title = {Computational thinking education: Issues and challenges},

author = {Charoula Angeli and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Computers in Human Behavior},

volume = {105},

pages = {106185},

publisher = {Pergamon},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020mapping,

title = {Mapping child–computer interaction research through co-word analysis},

author = {Michail Giannakos and Zacharoula Papamitsiou and Panos Markopoulos and Janet Read and Juan Pablo Hourcade},

year  = {2020},

date = {2020-01-01},

journal = {International Journal of Child-Computer Interaction},

volume = {23},

pages = {100165},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020monitoring,

title = {Monitoring Children's Learning Through Wearable Eye-Tracking: The Case of a Making-Based Coding Activity},

author = {Michail N Giannakos and Sofia Papavlasopoulou and Kshitij Sharma},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Pervasive Computing},

volume = {19},

number = {1},

pages = {10–21},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{rossling2020iticse,

title = {ITiCSE 2019 working groups report},

author = {Guido Rößling and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {ACM SIGCSE Bulletin},

volume = {52},

number = {1},

pages = {2–4},

publisher = {ACM New York, NY, USA},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020fitbit,

title = {Fitbit for learning: Towards capturing the learning experience using wearable sensing},

author = {Michail N Giannakos and Kshitij Sharma and Sofia Papavlasopoulou and Ilias O Pappas and Vassilis Kostakos},

year  = {2020},

date = {2020-01-01},

journal = {International Journal of Human-Computer Studies},

volume = {136},

pages = {102384},

publisher = {Academic Press},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{papamitsiou2020utilizing,

title = {Utilizing multimodal data through fsQCA to explain engagement in adaptive learning},

author = {Zacharoula Papamitsiou and Ilias O Pappas and Kshitij Sharma and Michail N Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {IEEE Transactions on Learning Technologies},

volume = {13},

number = {4},

pages = {689–703},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{papavlasopoulou2020coding,

title = {Coding activities for children: Coupling eye-tracking with qualitative data to investigate gender differences},

author = {Sofia Papavlasopoulou and Kshitij Sharma and Michail N Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Computers in Human Behavior},

volume = {105},

pages = {105939},

publisher = {Pergamon},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020international,

title = {International Journal of Child-Computer Interaction},

author = {Michail Giannakos and Michael Stephen Horn and Elisa Rubegni},

year  = {2020},

date = {2020-01-01},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{sharma2020assessing,

title = {Assessing cognitive performance using physiological and facial features: Generalizing across contexts},

author = {Kshitij Sharma and Evangelos Niforatos and Michail Giannakos and Vassilis Kostakos},

year  = {2020},

date = {2020-01-01},

journal = {Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies},

volume = {4},

number = {3},

pages = {1–41},

publisher = {ACM New York, NY, USA},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020science,

title = {Science Learning in the ICT Era: Toward an Ecosystem Model and Research Agenda},

author = {Michail N Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Non-Formal and Informal Science Learning in the ICT Era},

pages = {181–186},

publisher = {Springer Singapore},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020games,

title = {Games for artificial intelligence and machine learning education: Review and perspectives},

author = {Michail Giannakos and Iro Voulgari and Sofia Papavlasopoulou and Zacharoula Papamitsiou and Georgios Yannakakis},

year  = {2020},

date = {2020-01-01},

journal = {Non-formal and informal science learning in the ICT era},

pages = {117–133},

publisher = {Springer Singapore},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{papavlasopoulou2020looking,

title = {Looking at the design of making-based coding activities through the lens of the ADDIE model},

author = {Sofia Papavlasopoulou and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Non-Formal and Informal Science Learning in the ICT Era},

pages = {137–151},

publisher = {Springer Singapore},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{settle2020past,

title = {The Past and Future of ITiCSE},

author = {Amber Settle and Michail Giannakos and Mark Zarb},

year  = {2020},

date = {2020-01-01},

journal = {ACM SIGCSE Bulletin},

volume = {52},

number = {4},

pages = {3–4},

publisher = {ACM New York, NY, USA},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{giannakos2020introduction,

title = {An introduction to non-formal and informal science learning in the ICT era},

author = {Michail N Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Non-Formal and Informal Science Learning in the ICT Era},

pages = {3–13},

publisher = {Springer Singapore},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{lee2020embodied,

title = {Embodied interaction and spatial skills: A systematic review of empirical studies},

author = {Serena Lee-Cultura and Michail Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Interacting with Computers},

volume = {32},

number = {4},

pages = {331–366},

publisher = {Oxford University Press},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mangaroska2020multimodal,

title = {Multimodal Learning Analytics to Inform Learning Design: Lessons Learned from Computing Education.},

author = {Katerina Mangaroska and Kshitij Sharma and Dragan Gaševic and Michalis Giannakos},

year  = {2020},

date = {2020-01-01},

journal = {Journal of Learning Analytics},

volume = {7},

number = {3},

pages = {79–97},

publisher = {Society for Learning Analytics Research. 121 Pointe Marsan, Beaumont, AB T4X~…},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{pappas2019explaining,

title = {Explaining user experience in mobile gaming applications: an fsQCA approach},

author = {Ilias O Pappas and Patrick Mikalef and Michail N Giannakos and Panos E Kourouthanassis},

year  = {2019},

date = {2019-01-01},

journal = {Internet Research},

volume = {29},

number = {2},

pages = {293–314},

publisher = {Emerald Publishing Limited},

keywords = {},

pubstate = {published},

tppubtype = {article}

}