School of Informatics

Data Science and Artificial Intelligence Publications

2024

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 journalArticlepeer-review

Open Access
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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 journalArticlepeer-review

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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 journalArticlepeer-review

Open Access
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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 conferencePaperpeer-review

Open Access
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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 journalArticlepeer-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 journalArticlepeer-review

Open Access
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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 proceedingConference 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 proceedingConference contribution

Open Access
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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 journalArticlepeer-review

Open Access
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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 journalArticlepeer-review

Open Access
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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. 833-839

Research output: Contribution to journalArticlepeer-review

Open Access
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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 journalArticlepeer-review

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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, 564

Research output: Contribution to journalArticlepeer-review

Open Access
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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 journalLiterature reviewpeer-review

Open Access
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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 paperPreprint

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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 journalArticlepeer-review

Open Access
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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 proceedingConference contribution

Open Access
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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 paperPreprint

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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 proceedingConference 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 paperPreprint

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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 journalArticlepeer-review

Open Access

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 journalArticlepeer-review

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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. 493-512

Research output: Contribution to journalArticlepeer-review

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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 journalArticlepeer-review

Open Access
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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 journalArticlepeer-review

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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 journalArticlepeer-review

Open Access
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Neuro-Symbolic AI + Agent Systems: A First Reflection on Trends, Opportunities and Challenges

Belle, V., Fisher, M., Russo, A., Komendantskaya, E. & Nottle, A., 30 Mar 2024, Autonomous Agents and Multiagent Systems. Best and Visionary Papers. Amigoni, F. & Sinha, A. (eds.). Springer, Vol. 14456. p. 180-200 Chapter 10. (Autonomous Agents and Multiagent Systems. Best and Visionary Papers; vol. 14456).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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In-Database Data Imputation

Perini, M. & Nikolic, M., 26 Mar 2024, In: Proceedings of the ACM on Management of Data. 2, 1, p. 1-27 27 p., 70.

Research output: Contribution to journalArticlepeer-review

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Multimorbidity analysis with low condition counts: A robust Bayesian approach for small but important subgroups

Romero Moreno, G., Restocchi, V., Fleuriot, J. D., Anand, A., Mercer, S. W. & Guthrie, B., 21 Mar 2024, In: EBioMedicine. 102, April 2024, p. 1-12 12 p., 105081.

Research output: Contribution to journalArticlepeer-review

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An overview of the ADReSS-M Signal Processing Grand Challenge on Multilingual Alzheimer's Dementia Recognition through Spontaneous Speech

Luz, S., Haider, F., Fromm, D., Lazarou, I., Kompatsiaris, I. & MacWhinney, B., 18 Mar 2024, In: IEEE Open Journal of Signal Processing. 5, p. 738 - 749 12 p.

Research output: Contribution to journalArticlepeer-review

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Parallel Byzantine Consensus Based on Hierarchical Architecture and Trusted Hardware

Chen, X., Ma, T. & Hillston, J., 18 Mar 2024, (E-pub ahead of print) In: IEEE Transactions on Dependable and Secure Computing. p. 1-15 15 p.

Research output: Contribution to journalArticlepeer-review

Open Access
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AirPlanes: Accurate plane estimation via 3D-consistent embeddings

Watson, J., Aleotti, F., Sayed, M., Qureshi, Z., Mac Aodha, O., Brostow, G., Firman, M. & Vicente, S., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Enhancing 2D representation learning with a 3D prior

Aygun, M., Dhar, P., Yan, Z., Mac Aodha, O. & Ranjan, R., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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From coarse to fine-grained open-set recognition

Lang, N., Snæbjarnarson, V., Cole, E., Mac Aodha, O., Igel, C. & Belongie, S., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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GeoGen: Geometry-aware generative modeling via signed distance functions

Esposito, S., Xu, Q., Kania, K., Hewitt, C., Mariotti, O., Petikam, L., Valentin, J., Onken, A. & Mac Aodha, O., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Improving semantic correspondence with viewpoint-guided spherical maps

Mariotti, O., Mac Aodha, O. & Bilen, H., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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SAOR: Single-view articulated object reconstruction

Aygün, M. & Aodha, O. M., 6 Mar 2024, (Accepted/In press) Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Assessing the Quality of a Knowledge Graph via Link Prediction Tasks

Zhu, R., Bundy, A., Wang, F., Li, X., Nuamah, K., Xu, L., Mauceri, S. & Pan, J. Z., 5 Mar 2024, NLPIR '23: Proceedings of the 2023 7th International Conference on Natural Language Processing and Information Retrieval. Association for Computing Machinery, p. 124-129 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Less is more: Discovering concise network explanations

Kondapaneni, N., Marks, M., Mac Aodha, O. & Perona, P., 2 Mar 2024, (Accepted/In press).

Research output: Contribution to conferencePaperpeer-review

Open Access
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Principled Diverse Counterfactuals in Multilinear Models

Papantonis, G. & Belle, V., 1 Mar 2024, In: Machine Learning. 113, 3, p. 1421-1443 23 p.

Research output: Contribution to journalArticlepeer-review

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Cusco: An Unobtrusive Custom Secure Audio-Visual Recording System for Ambient Assisted Living

Albert, P., Haider, F. & Luz, S., 26 Feb 2024, In: Sensors. 24, 5, 21 p., 1506.

Research output: Contribution to journalArticlepeer-review

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An overview of using large language models for the symbol grounding task in ABC repair system

Chan, P. Y., Li, X. & Bundy, A., 22 Feb 2024, Cognitive AI 2023. Villagra, P. L. & Li, X. (eds.). CEUR-WS, Vol. 3644. p. 1-10 10 p. (CEUR Workshop Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Automating Theory Repair in First Order Logic

Wong, T., Li, X. & Bundy, A., 22 Feb 2024, Cognitive AI 2023. CEUR-WS, Vol. 3644. p. 1-8 8 p. (CEUR Workshop Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Exploring design contexts for workplace health & wellbeing support with older workers

Hay, K., Pschetz, L., Dixon, B., Steffan, B., Jandric, J., Tsanas, T. & Loretto, W., 22 Feb 2024, (Accepted/In press).

Research output: Contribution to conferenceAbstract

Logic and Theory Repair in Legal Modification

Lu, Y., Lin, Y., Li, X., Bundy, A., Schafer, B. & Ireland, A., 22 Feb 2024, Cognitive AI 2023. CEUR-WS, Vol. 3644. p. 1-5 5 p. (CEUR Workshop Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
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Analysis of the impact of COVID-19 on Scotland’s care-homes from March 2020 to October 2021: national linked data cohort analysis

Burton, J. K., McMinn, M., Vaughan, J., Nightingale, G., Fleuriot, J. & Guthrie, B., 10 Feb 2024, In: Age and Ageing. 53, 2, 13 p.

Research output: Contribution to journalArticlepeer-review

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Frailty before and during austerity: A time series analysis of the English Longitudinal Study of Ageing 2002-2018

Pugh, C., Eke, C., Seth, S., Guthrie, B. & Marshall, A. D., 7 Feb 2024, In: PLoS ONE. 19, 2, 13 p., e0296014.

Research output: Contribution to journalArticlepeer-review

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