Data Science and Artificial Intelligence Publications
Understanding hospital rehabilitation using electronic health records in patients with and without COVID-19
Georgiev, K., Doudesis, D., McPeake, J., Mills, N. L., Fleuriot, J., Shenkin, S. D. & Anand, A., 17 Oct 2024, In: BMC Health Services Research. 24, 1245 .Research output: Contribution to journal › Article › peer-review
Verifying properties of activities of daily living
Contreras, R., Smola, F., Zheng, J., Hillston, J. & Fleuriot, J. D., 7 Oct 2024, (Accepted/In press) Proceedings of the 12th International Symposium DataMod 2024: From Data to Models and Back. Springer, p. 1-18 18 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
SECRET: Statistical Emulation for Computational Reverse Engineering and Translation with applications in healthcare
Paun, L. M., Colebank, M. J., Taylor-LaPole, A., Olufsen, M. S., Ryan, W., Murray, I., Salter, J. M., Applebaum, V., Dunne, M., Hollins, J., Kimpton, L., Volodina, V., Xiong, X. & Husmeier, D., Oct 2024, In: Computer Methods in Applied Mechanics and Engineering. 430, p. 1-22 22 p., 117193.Research output: Contribution to journal › Article › peer-review
Preterm birth as a determinant of neurodevelopment and cognition in children (PRENCOG): protocol for an exposure-based cohort study in the United Kingdom
Boardman, J. P., Andrew, R., Bastin, M. E., Battersby, C., David Batty, G., Blesa Cabez, M., Cox, S. R., Hall, J., Ingledow, L., Marioni, R. E., Modi, N., Murphy, L., Quigley, A. J., Reynolds, R. M., Richardson, H., Stock, S. J., Thrippleton, M. J., Tsanas, A. & Whalley, H. C., 16 Sept 2024, In: BMJ Open. 14, 9, e085365.Research output: Contribution to journal › Article › peer-review
Diffusion Models for Counterfactual Generation and Anomaly Detection in Brain Images
Fontanella, A., Mair, G., Wardlaw, J., Trucco, E. & Storkey, A., 13 Sept 2024, (E-pub ahead of print) In: IEEE Transactions on Medical Imaging. PPResearch output: Contribution to journal › Article › peer-review
An extendable Python implementation of robust optimisation Monte Carlo
Gkolemis, V., Gutmann, M. & Pesonen, H., 29 Aug 2024, In: Journal of Statistical Software. 110, 2, p. 1-26 26 p.Research output: Contribution to journal › Article › peer-review
Frailty or frailties: Exploring frailty index subdimensions in the English Longitudinal Study of Ageing
Johnson, L., Guthrie, B., Kelly, P. A. T., Anand, A., Marshall, A. & Seth, S., 25 Aug 2024, In: Journal of Epidemiology and Community Health. 78, 10, p. 609-615 7 p., e221829.Research output: Contribution to journal › Article › peer-review
Education challenges among early career researchers in Medical Informatics
Rohani, N., Gallagher, M., Gal, Y. K. & Manataki, A., 22 Aug 2024, Digital Health and Informatics Innovations for Sustainable Health Care Systems: Proceedings of MIE 2024. Mantas, J., Hasman, A., Demiris, G., Saranto, K., Marschollek, M., Arvanitis, T. N., Ognjanović, I., Benis, A., Gallos, P., Zoulias, E. & Andrikopoulou, E. (eds.). IOS Press, p. 1510 - 1514 (Studies in health technology and informatics; vol. 316).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Self-reported learning strategies and preferences in health informatics
Rohani, N., Gallagher, M., Gal, K., Banas, K. & Manataki, A., 22 Aug 2024, Digital Health and Informatics Innovations for Sustainable Health Care Systems: Proceedings of MIE 2024. Mantas, J., Hasman, A., Demiris, G., Saranto, K., Marschollek, M., Arvanitis, T. N., Ognjanović, I., Benis, A., Gallos, P., Zoulias, E. & Andrikopoulou, E. (eds.). IOS Press, Vol. 316. p. 1540-1544 5 p. (Studies in Health Technology and Informatics; vol. 316).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
An algebraic framework for hierarchical probabilistic abstraction
Upreti, N. & Belle, V., 20 Aug 2024, (Accepted/In press) Proceedings of the 4th International Joint Conference on Learning and Reasoning. Springer, p. 1-17 17 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
MisCC: Misinformation detection on counterfactual claims
Li, X., Belle, V. & Ross, B., 20 Aug 2024, (Accepted/In press) Proceedings of the 4th International Joint Conference on Learning and Reasoning. Springer, p. 1-15 15 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Multimorbidity and adverse outcomes following emergency department attendance: population based cohort study
Blayney, M. C., Reed, M. J., Masterson, J., Anand, A., Bouamrane, M-M., Fleuriot, J. D., Luz, S., Lyall, M., Mercer, S. W., Mills, N. L., Shenkin, S. D., Walsh, T. S., Wild, S. H., Wu, H., McLachlan, S., Guthrie, B. & Lone, N. I., 17 Aug 2024, In: BMJ Medicine. 3, 1, 14 p., e000731.Research output: Contribution to journal › Article › peer-review
Phishing Codebook: A structured framework for the characterization of phishing emails
Saka, T., Jain, R., Vaniea, K. & Kokciyan, N., 16 Aug 2024, ArXiv, p. 1-18, 18 p.Research output: Working paper › Preprint
Computational argumentation-based chatbots: A survey
Castagna, F., Kökciyan, N., Sassoon, I., Parsons, S. & Sklar, E., 2 Aug 2024, In: Journal of Artificial Intelligence Research. 80, p. 1271-1310 40 p.Research output: Contribution to journal › Article › peer-review
A call for caution when using network methods to study multimorbidity: an illustration using data from the Canadian Longitudinal Study on Aging
Griffith, L. E., Brini, A., Muniz-Terrera, G., St. John, P. D., Stirland, L. E., Mayhew, A., Oyarzún, D. & van den Heuvel, E., Aug 2024, In: Journal of Clinical Epidemiology. 172, 11 p., 111435.Research output: Contribution to journal › Article › peer-review
The Ontoverse: Democratising access to knowledge graph-based data through a cartographic interface
Zimmermann, J., Wiktorek, D., Meusburger, T., Monge-Dalmau, M., Fabregat, A., Jarasch, A., Schmidt, G., Reis-Filho, J. S. & Simpson, T. I., 22 Jul 2024, ArXiv, p. 1-14, 14 p.Research output: Working paper › Preprint
Neurosymbolic AI for reasoning over knowledge graphs: A survey
DeLong, L. N., Mir, R. F. & Fleuriot, J. D., 18 Jul 2024, (E-pub ahead of print) In: IEEE Transactions on Neural Networks and Learning Systems. p. 1-21 21 p.Research output: Contribution to journal › Review article › peer-review
Pre-processing and quality control of large clinical CT head datasets for intracranial arterial calcification segmentation
Jin, B., del C. Valdés Hernández, M., Fontanella, A., Li, W., Platt, E., Armitage, P., Storkey, A., Wardlaw, J. M. & Mair, G., 15 Jul 2024, (Accepted/In press) Data Engineering in Medical Imaging (DEMI). Springer, (Lecture Notes in Computer Science).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Retrospective for the Dynamic Sensorium Competition for predicting large-scale mouse primary visual cortex activity from videos
Turishcheva, P., Fahey, P. G., Vystrčilová, M., Hansel, L., Froebe, R., Ponder, K., Qiu, Y., Willeke, K. F., Bashiri, M., Baikulov, R., Zhu, Y., Ma, L., Yu, S., Huang, T., Li, B. M., Wulf, W. D., Kudryashova, N., Hennig, M. H., Rochefort, N. L., Onken, A., & 5 others , 12 Jul 2024, ArXiv.Research output: Working paper › Preprint
Answerable sociotechnical systems
Kekulluoglu, D., Rovatsos, M. & Kokciyan, N., 5 Jul 2024, (Accepted/In press) Proceedings of the 27th European Conference on Artificial Intelligence. IOS PressResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
Beyond the echo chamber: Modelling open-mindedness in citizens’ assemblies
Barrett, J., Gal, K., Michael, L. & Vilenchik, D., 3 Jul 2024, In: Autonomous Agents and Multi-Agent Systems. 38, 2, p. 1-41 41 p., 30.Research output: Contribution to journal › Article › peer-review
Click to grasp: Zero-shot precise manipulation via visual diffusion descriptors
Tsagkas, N., Rome, J., Ramamoorthy, S., Mac Aodha, O. & Lu, X. C., 30 Jun 2024, (Accepted/In press) Proceedings of the 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Improving variational autoencoder estimation from incomplete data with mixture variational families
Simkus, V. & Gutmann, M. U., 28 Jun 2024, In: Transactions on Machine Learning Research. p. 1-29 29 p.Research output: Contribution to journal › Article › peer-review
Engineering conversational search systems: A review of applications, architectures, and functional components
Schneider, P., Poelman, W., Rovatsos, M. & Matthes, F., 24 Jun 2024, (Accepted/In press).Research output: Contribution to conference › Paper › peer-review
Of mice and mates: Automated classification and modelling of mouse behaviour in groups using a single model across cages
Camilleri, M. P. J., Bains, R. S. & Williams, C. K. I., 17 Jun 2024, In: International Journal of Computer Vision. p. 1-23 23 p.Research output: Contribution to journal › Article › peer-review
Connected Speech-Based Cognitive Assessment in Chinese and English
Luz, S., Garcia, S. D. L. F., Haider, F., Fromm, D., MacWhinney, B., Lanzi, A., Chang, Y-N., Chou, C-J. & Liu, Y-C., 11 Jun 2024, ArXiv, 5 p.Research output: Working paper › Preprint
Can large language models put 2 and 2 together? Probing for entailed arithmetical relationships
Panas, D., Seth, S. & Belle, V., 7 Jun 2024, (Accepted/In press) Proceedings of the 18th International Conference for Neurosymbolic Learning and Reasoning. (Proceedings of the International Conference for Neurosymbolic Learning and Reasoning).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Ethical reward machines
Ciupa, J. & Belle, V., 7 Jun 2024, (Accepted/In press) Proceedings of the 18th International Workshop on Neural-Symbolic Learning and Reasoning. (Proceedings of the International Conference for Neurosymbolic Learning and Reasoning).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
ToM-LM: Delegating theory of mind reasoning to external symbolic executors in large language models
Tang, W. & Belle, V., 7 Jun 2024, (Accepted/In press) Proceedings of the 18th International Conference for Neurosymbolic Learning and Reasoning. (Proceedings of the International Conference for Neurosymbolic Learning and Reasoning).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Towards a lifelong personalized brain health program: empowering individuals to define, pursue, and monitor meaningful outcomes
Saunders, S., Gomes-Osman, J., Jannati, A., Ciesla, M., Banks, R., Showalter, J., Muniz-Terrera, G., Luz, S., Ritchie, C. & Pascual-Leone, Á., 5 Jun 2024, In: Frontiers in Neurology. 15, 7 p., 1387206.Research output: Contribution to journal › Article › peer-review
The FRESHAIR4Life study: Global implementation research on non-communicable disease prevention targeting adolescents’ exposure to tobacco and air pollution in disadvantaged populations
Hoffman, C., Versluis, A., Chirila, S., Kirenga, B., Khan, A., Saeed, S., Sooronbaev, T., Tsiligianni, I., Arvind, D. K., Bauld, L., van den Brand, F. A., Chavannes, N., Pinnock, H., Powell, P., van der Schans, J., Siddiqi, K., Williams, S. & van der Kleij, R., 4 Jun 2024, In: npj Primary Care Respiratory Medicine. 34, 12 p., 14.Research output: Contribution to journal › Article › peer-review
Prediction of retinopathy progression using deep learning on retinal images within the Scottish screening programme
Mellor, J., Jiang, W. J., Fleming, A., McGurnaghan, S., Blackbourn, L., Styles, C., Storkey, A. J., McKeigue, P. M. & Colhoun, H. M., 1 Jun 2024, In: British Journal of Ophthalmology. 108, 6, p. 833-839Research output: Contribution to journal › Article › peer-review
Guiding a language-model based protein design method towards MHC Class-I immune-visibility targets in vaccines and therapeutics
Gasser, H-C., Oyarzún, D. A., Rajan, A. & Alfaro, J. A., Jun 2024, In: ImmunoInformatics. 14, p. 1-14 14 p., 100035.Research output: Contribution to journal › Article › peer-review
Edinburgh Clinical NLP at MEDIQA-CORR 2024: Guiding large language models with hints
Gema, A. P., Lee, C., Minervini, P., Daines, L., Simpson, T. I. & Alex, B., 28 May 2024, ArXiv.Research output: Working paper › Preprint
Providing Insights into Health Data Science Education through Artificial Intelligence
Rohani, N., Gal, Y. K., Gallagher, M. & Manataki, A., 23 May 2024, (E-pub ahead of print) In: BMC Medical Education. 24, 564Research output: Contribution to journal › Article › peer-review
Beyond jamming grippers: Granular material in robotics
Li, H., Sun, J. & Herrmann, J. M., 21 May 2024, (E-pub ahead of print) In: Advanced Robotics.Research output: Contribution to journal › Literature review › peer-review
Highway graph to accelerate reinforcement learning
Yin, Z., Zhang, Z., Gong, D., Albrecht, S. V. & Shi, J. Q., 20 May 2024, ArXiv.Research output: Working paper › Preprint
Linear resources in Isabelle/HOL
Smola, F. & Fleuriot, J. D., 18 May 2024, In: Journal of Automated Reasoning. 68, p. 1-49 49 p., 9.Research output: Contribution to journal › Article › peer-review
Predicting short- to medium-term care home admission risk in older adults: a systematic review of externally validated models
Ho, L., Pugh, C., Seth, S., Arakelyan, S., Lone, N. I., J Lyall, M., Anand, A., Fleuriot, J. D., Galdi, P. & Guthrie, B., 10 May 2024, In: Age and Ageing. 23, 5, 12 p., afae088.Research output: Contribution to journal › Article › peer-review
Dam: Towards a foundation model for time series forecasting
Darlow, L., Deng, Q., Hassan, A., Asenov, M., Singh, R., Joosen, A., Barker, A. & Storkey, A., 9 May 2024.Research output: Contribution to conference › Poster › peer-review
Progression with probabilities in the Situation Calculus: Representation and succinctness
Liu, D. & Belle, V., 6 May 2024, Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. ACM, p. 1210-1218 9 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Semantic objective functions: A distribution-aware method for adding logical constraints in deep learning
Mendez-Lucero, M. A., Gallardo, E. B. & Belle, V., 3 May 2024, ArXiv.Research output: Working paper › Preprint
Learning high-frequency functions made easy with sinusoidal positional encoding
Sun, C., Yuan, Z., Xu, K., Mai, L., N, S., Chen, S. & Marina, M. K., 1 May 2024, (Accepted/In press) Proceedings of the 41st International Conference on Machine Learning.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Naive Bayes classifiers and one-hot encoding of categorical variables
Williams, C. K. I., 28 Apr 2024, ArXiv, p. 1-7, 7 p.Research output: Working paper › Preprint
Enhancing volleyball training: empowering athletes and coaches through advanced sensing and analysis
Salim, F. A., Postma, D. B. W., Haider, F., Luz, S., Beijnum, B. J. F. V. & Reidsma, D., 16 Apr 2024, In: Frontiers in Sports and Active Living. 6, 1326807.Research output: Contribution to journal › Article › peer-review
Assessment of salivary cortisol dynamics in an infantry training exercise: a pilot study
Gifford, R. M., Taylor, N., Carroll, A., Sweeting, J., Parsons, I. T., Stacey, M. J., Homer, N. Z. M., Tsanas, A., Woods, D. R. & Reynolds, R. M., 11 Apr 2024, In: BMJ Military Health.Research output: Contribution to journal › Article › peer-review
Using internal standards in time-resolved X-ray micro-computed tomography to quantify grain-scale developments in solid-state mineral reactions
Rizzo, R. E., Freitas, D., Gilgannon, J., Seth, S., Butler, I. B., Mcgill, G. E. & Fusseis, F., 9 Apr 2024, In: Solid Earth. 15, 4, p. 493-512Research output: Contribution to journal › Article › peer-review
Learning explanatory logical rules in non-linear domains: a neuro-symbolic approach
Bueff, A. & Belle, V., 8 Apr 2024, (E-pub ahead of print) In: Machine Learning. 34 p.Research output: Contribution to journal › Article › peer-review
Experiential AI: Between arts and explainable AI
Hemment, D., Murray-Rust, D., Belle, V., Aylett, R., Vidmar, M. & Broz, F., 2 Apr 2024, (E-pub ahead of print) In: Leonardo. 57, 3, p. 298-306 9 p.Research output: Contribution to journal › Article › peer-review
Machine learning on cardiotocography data to classify fetal outcomes: A scoping review
Francis, F., Luz, S., Wu, H., Stock, S. J. & Townsend, R., 1 Apr 2024, In: Computers in Biology and Medicine. 172, 18 p., 108220.Research output: Contribution to journal › Article › peer-review