Inference, Dynamics and Interaction Group
Overview
The Inference, Dynamics and Interaction group is a research group within the Information, Data and Analytics Section, and brings together three fundamental research areas: modern inference techniques, dynamic systems and control theory and interaction design. These are applied in wide range of situations:
- Computational Interaction
- Active Inference
- Closed-loop data science
- Mobile Interaction and novel sensors
- Machine learning in Science
- Computational Biology
- Computational methods in quantum imaging
- Entertainment systems
- Vision systems
The group's strength lies in the unusual combination of theoretical backgrounds from machine learning to HCI, and the focus on building innovative working systems which achieve performance previously thought impossible, using the latest algorithms, sensors and devices. The group's skills in combining software engineering and mathematical inference allows us to attack complex systems problems with large high-dimensional data spaces and so in real-time.
Research Projects
Current Research Projects:
- Privacy-Preserved Human Motion Analysis for Healthcare Applications, EPSRC EP/W01212X/1, £318k, PI Dr Fani Deligianni.
- Quantum Imaging for Monitoring of Wellbeing & Disease in Communities, EPSRC EP/T021020/1, £5.65m, 2021-2026
- Fast multi-shot epidemic interventions for post lockdown Covid-19 mitigation: Open-loop mitigation strategies, EPSRC funded project, EP/V018450/1. July-November 2020.
- Closed-loop Data Science EPSRC 2018-2023.
- QuantIC 2 - Quantum Technology Hub in Quantum imaging EPSRC 2018-2023.
- iCaird - the Industrial Centre for Artificial Intelligence Research in Digital Diagnostics, InnovateUK 2018-2021, £10M.
- Industrial projects: Amazon Ph.D. studentship, Moodagent Ph.D. studentship, dotPhoton Ph.D. studentship, Thales Ph.D. studentship, Koa Health Ph.D. Studentship.
Previous Research Projects:
- QuantIC1 - Quantum Technology Hub in Quantum imaging
- MoreGrasp – EC Horizon2020 project 2015-2018
- CoSound A Cognitive Systems Approach to Enriched and Actionable Information from Audio Streams Supported by the Danish Strategic Research Council, Jan. 2012 – Dec. 2016
- Information Theory approach for measuring & optimising computer-human interaction, Nokia-funded Ph.D. studentship.
- Bang & Olufsen funded Ph.D. studentship.
- Stomatal-based systems analysis of water use efficiency, BBSRC funded project, Prof. Michael Blatt (PI), Dr. Simon Rogers (coI) (BB/L001276/1
- In-silico integration of primary CML stem cell polyomic datasets to identify kinase-independent networks and novel prognostic biomarkers, Leukaemia and Lymphoma Research funded project, Prof. Tessa Holyoake (PI), Dr. Simon Rogers (coI)
- Computational inference of biopathway dynamics and structures, EPSRC funded (EP/L020319/1), Prof. Dirk Husmeier (PI), Dr. Simon Rogers (coI), Dr. Maurizio Filippone (coI)
- Unifying metabolome and proteome informatics, BBSRC funded (BB/L018616/2), Dr. Andrew Dowsey (PI), Dr. Simon Rogers (coI)
- Human Emotional Communication in the field of Quality and Rapport, Nokia-funded Ph.D. studentship.
- EC-COST action IC0601 on Sonic Interaction Design.
- TOBI: Tools for Brain-Computer Interaction, EC-funded project. Roderick Murray-Smith (Glasgow PI), John Williamson, project coordinator:Prof. José del R. Millán, 2008-2013.
- Multimodal, Negotiated Interaction in Mobile Scenarios, EPSRC funded project (£638k), Roderick Murray-Smith (PI), with Matt Jones (Swansea), Stephen Brewster, 2007-2010.
- PASCAL network member, EC-funded network in Pattern Analysis, Statistical Modelling and Computational Learning.
- Social Interaction: A Cognitive-Neurosciences Approach, ESRC funded project (£3.7 million) , Simon Garrod (PI), 2008-2012.
Staff & Students
Academic Staff:
- Prof. Roderick Murray-Smith
- Dr. John Williamson
- Dr Ke Yuan
- Dr Fani Deligianni
- Dr Nicolas Pugeault
- Dr Jonathan Grizou
- Dr Paul Henderson
- Dr Ali Gooya
- Dr Hang Dai
Researchers:
- Dr Catherine Higham
- Dr Sebastian Stein
- Dr Chaitanya Kaul
- Dr Aurélien Nioche
- Andrew Ramsay
- Omar Elnaggar
Ph.D. students:
- Dominik Gotojuch
- Josh Mitton
- Anith Ravindran
- Songpei Xu
- Yanni Ji
- Xinyu Yang
- Valentin Charvet
- Marco Aversa
- Evdoxia Taka
- Federico Rossetto
- Tanatta Chaichakan
Previous Members:
- Dr Dari Trendafilov
- Dr. Maurizio Filippone
- Dr. Daryl Weir
- Dr. Rebecca Mancy
- Dr. Edwin Thuma
- Dr. Mikhail Churakov
- Dr. Melissa Quek
- Dr. Danny Boland
- Dr. Lauren Norrie
- Dr Kyuwan Choi
- Dr Faizuddin Mohd Noor
Associated Links
Keywords
- Machine Learning
- Statistical Pattern Recognition
- Human Computer Interaction
- Mobile HCI
- Brain Computer Interaction
- Sensor systems
- Urban Interactions/Smart Cities
Events
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Events Webapp
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