School of Informatics

Data Science and Artificial Intelligence Publications

2024

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

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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

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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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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

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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

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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

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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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Capturing variation in daily energy demand profiles over time with cluster analysis in British homes (September 2019 – August 2022)

Pullinger, M., Zapata-Webborn, E., Kilgour, J., Elam, S., Few, J., Goddard, N., Hanmer, C., McKenna, E., Oreszczyn, T. & Webb, L., 5 Feb 2024, In: Applied Energy. 360, p. 1-18 18 p., 122683.

Research output: Contribution to journalArticlepeer-review

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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., 5 Feb 2024, (E-pub ahead of print) In: British Journal of Ophthalmology.

Research output: Contribution to journalArticlepeer-review

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Predicting time to asystole following withdrawal of life-sustaining treatment: a systematic review

Nicolson, C., Burke, A., Gardiner, D., Harvey, D., Munshi, L., Shaw, M., Tsanas, T., Lone, N. I. & Puxty, K., 1 Feb 2024, (E-pub ahead of print) In: Anaesthesia: Peri-operative medicine, critical care and pain. 12 p.

Research output: Contribution to journalArticlepeer-review

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Fibre-optic based Exploration of Lung Cancer Autofluorescence using Spectral Fluorescence Lifetime

Adams, A. C., Kufcsak, A., Lochenie, C., Khadem, M., Akram, A. R., Dhaliwal, K. & Seth, S., 26 Jan 2024, In: Biomedical Optics Express. 15, 2, p. 1132-1147 21 p.

Research output: Contribution to journalArticlepeer-review

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Open Access

Income trajectories and precarity in later life

Marshall, A., Eke, C., Guthrie, B., Pugh, C. & Seth, S., 24 Jan 2024, In: Journal of Population Ageing.

Research output: Contribution to journalArticlepeer-review

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Designing Optimal Behavioral Experiments Using Machine Learning

Valentin, S., Kleinegesse, S., Bramley, N. R., Seriès, P., Gutmann, M. U. & Lucas, C. G., 23 Jan 2024, In: eLIFE. 13, p. 1-40 40 p., e86224.

Research output: Contribution to journalArticlepeer-review

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Incremental Generalized Category Discovery

Zhao, B. & Mac Aodha, O., 15 Jan 2024, 2023 IEEE/CVF International Conference on Computer Vision (ICCV). IEEE, p. 19080-19090 11 p. (International Conference on Computer Vision (ICCV)).

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

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Automated identification of manuscripts describing genetically-determined developmental disorders using machine learning

Yates, M., Lain, A., Campbell, J. & Simpson, I., 4 Jan 2024, In: European Journal of Human Genetics. 32, p. 649-650 2 p.

Research output: Contribution to journalMeeting abstractpeer-review

Alignment-based conformance checking over probabilistic events

Zheng, J., Papapanagiotou, P. & Fleuriot, J. D., 3 Jan 2024, 57th Hawaii International Conference on System Sciences. University of Hawaiʻi at Mānoa, p. 5982-5991 10 p.

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

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2023

Progression with Probabilities in the Situation Calculus: Representation and Succinctness

Liu, D. & Belle, V., 20 Dec 2023, (Accepted/In press) The 23rd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS). p. 1-9 9 p.

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

Elastic stresses can form metamorphic fabrics

Gilgannon, J., Freitas, D., Rizzo, R. E., Wheeler, J., Butler, I. B., Seth, S., Marone, F., Schlepütz, C. M., Mcgill, G., Watt, I., Plümper, O., Eberhard, L., Amiri, H., Chogani, A. & Fusseis, F., 19 Dec 2023, (E-pub ahead of print) In: Geology.

Research output: Contribution to journalArticlepeer-review

Open Access
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Improved prediction of hiking speeds using a data driven approach

Wood, A., Mackaness, W., Simpson, I. & Armstrong, J. D., 18 Dec 2023, In: PLoS ONE.

Research output: Contribution to journalArticlepeer-review

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Active Learning-Based Species Range Estimation

Lange, C., Cole, E., Van Horn, G. & Mac Aodha, O., 15 Dec 2023, 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Curran Associates Inc, Vol. 36. p. 41892-41913 22 p.

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

Open Access
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Fast Approximation of Similarity Graphs with Kernel Density Estimation

Macgregor, P. & Sun, H., 15 Dec 2023, 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Curran Associates Inc, Vol. 36. p. 67603-67624 22 p.

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

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Machine Learning models for detection and assessment of progression in Alzheimer's disease based on blood and cerebrospinal fluid biomarkers

Luz, S., Haider, F. & DeSousa, P., 11 Dec 2023, Proccedings of the 45th Annual International Conference of the IEEE Engineering in Medicine Biology Society (EMBC). IEEE, 4 p. (Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)).

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

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Machine Learning to Classify Cardiotocography for Fetal Hypoxia Detection

Francis, F., Luz, S., Wu, H., Townsend, R. & Stock, S. S., 11 Dec 2023, Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2023. IEEE, Vol. 2023. 4 p. (Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)).

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

Open Access
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AsyLex: A Dataset for Legal Language Processing of Refugee Claims

Barale, C., Klaisoongnoen, M., Minervini, P., Rovatsos, M. & Bhuta, N., 7 Dec 2023, Proceedings of the Natural Legal Language Processing Workshop (NLLP 23). Association for Computational Linguistics (ACL), p. 244–257 14 p.

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

Open Access
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Do Language Models Learn about Legal Entity Types during Pretraining?

Barale, C., Rovatsos, M. & Bhuta, N., 7 Dec 2023, Proceedings of the Natural Legal Language Processing Workshop (NLLP 23). Association for Computational Linguistics (ACL), p. 25-37 13 p.

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

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Computational pipeline for analysis of biomedical networks with BioNAR

McLean, C., Sorokin, A., Armstrong, J. D. & Sorokina, O., 4 Dec 2023, In: Current Protocols. 3, 12, p. 1-31 31 p., e940.

Research output: Contribution to journalArticlepeer-review

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Computational Approaches to Explainable Artificial Intelligence: Advances in Theory, Applications and Trends

Górriz, J. M., Álvarez-Illán, I., Álvarez-Marquina, A., Arco, J. E., Atzmueller, M., Ballarini, F., Barakova, E., Bologna, G., Bonomini, P., Castellanos-Dominguez, G., Castillo-Barnes, D., Cho, S. B., Contreras, R., Cuadra, J., Dominguez, E., Dominguez-Mateos, F., Duro, R. J., Elizondo, D., Fernández-Caballero, A., Fernandez-Jover, E., & 58 othersFormoso, M. A., Gallego-Molina, N. J., Gamazo, J., García González, J., Garcia-Rodriguez, J., Garre, C., Garrigós, J., Gómez Rodellar, A., Gómez-Vilda, M., Graña, M., Guerrero-Rodriguez, B., Hendrikse, S. C. F., Jimenez-Mesa, C., Jodra-Chuan, M., Julian, V., Kotz, G., Kutt, K., Leming, M., De Lope, J., Macas, B., Marrero-Aguiar, G. J., Martinez, J. J., Martínez-Murcia, F. J., Martínez-Tomás, R., Mekyska, J., Nalepa, G. J., Novais, P., Orellana, D., Ortiz, A., Palacios-Alonso, D., Palma, J., Pereira, A., Pinacho-Davidson, P., Pinninghoff, M. A., Ponticorvo, M., Psarrou, A., Ramirez, J., Rincón, M., Rodellar-Biarge, V., Rodríguez-Rodríguez, I., Roelofsma, P. H. M. P., Santos, J., Salas-Gonzalez, D., Salcedo-Lagos, P., Segovia, F., Shoeibi, A., Silva, M., Simic, D., Suckling, J., Treur, J., Tsanas, T., Varela, R., Wang, S. H., Wang, W., Zhang, YD., Zhu, H., Zhu, Z. & Ferrández-Vicente, J. M., 1 Dec 2023, In: Information Fusion. 100, 60 p., 101945.

Research output: Contribution to journalArticlepeer-review

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Feasibility and acceptability of automated cognitive assessment over the telephone in the SpeAK study

Hunter, M. B., Gregory, S., Harrison, J. E., Jenkins, N. D., König, A., Linz, N., Luz, S., Mallick, E., Pullen, H., Welstead, M., Tröger, J. & Ritchie, C. W., 1 Dec 2023, In: Alzheimer's & Dementia: The Journal of the Alzheimer's Association. 19, s15, e076920.

Research output: Contribution to journalMeeting abstractpeer-review

ParBFT: An Optimised Byzantine Consensus Parallelism Scheme

Chen, X., Er-Rahmadi, B., Ma, T. & Hillston, J., 1 Dec 2023, In: IEEE Transactions on Computers. 72, 12, p. 3354-3369 15 p.

Research output: Contribution to journalArticlepeer-review

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Potential Pitfalls with Automatic Sentiment Analysis: The Example of Queerphobic Bias

Ungless, E., Ross, B. & Belle, V., 1 Dec 2023, In: Social science computer review. 41, 6, p. 2211-2229 19 p.

Research output: Contribution to journalArticlepeer-review

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Is the Algorithmic Kadison-Singer Problem Hard?

Jourdan, B., Macgregor, P. & Sun, H., 28 Nov 2023, 34th International Symposium on Algorithms and Computation (ISAAC 2023). Iwata, S. & Kakimura, N. (eds.). Dagstuhl, Germany: Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Vol. 283. p. 1-18 18 p. 43. (Leibniz International Proceedings in Informatics (LIPIcs)).

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

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Open Access

F-IVM: Analytics over Relational Databases under Updates

Kara, A., Nikolic, M., Olteanu, D. & Zhang, H., 14 Nov 2023, (E-pub ahead of print) In: VLDB Journal. p. 1-27 27 p.

Research output: Contribution to journalArticlepeer-review

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Conditional Sampling of Variational Autoencoders via Iterated Approximate Ancestral Sampling

Simkus, V. & Gutmann, M. U., 8 Nov 2023, In: Transactions on Machine Learning Research. 2023, 11, p. 1-35 35 p.

Research output: Contribution to journalArticlepeer-review

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Knowledge representation and acquisition in the era of large language models: Reflections on learning to reason via PAC-Semantics

Mocanu, I. & Belle, V., 31 Oct 2023, In: Natural Language Processing Journal. 5, p. 1-7 100036.

Research output: Contribution to journalArticlepeer-review

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Nudging neural click prediction models to pay attention to position

Karra, E., Zhao, W., Murray, I. & Pellegrini, R., 21 Oct 2023, Proceedings of the 32nd ACM International Conference on Information and Knowledge Management (CIKM ’23). ACM, p. 1067–1076 10 p.

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

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BioNAR: an integrated biological network analysis package in bioconductor

McLean, C., Sorokin, A., Simpson, T. I., Armstrong, J. D., Sorokina, O. & Forslund, S. (ed.), 17 Oct 2023, In: Bioinformatics Advances. 3, 1, p. 1-10 10 p., vbad137.

Research output: Contribution to journalArticlepeer-review

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Remote data collection speech analysis in people at risk for Alzheimer's disease dementia: usability and acceptability results

Gregory, S., Harrison, J., Herrmann, J., Hunter, M., Jenkins, N., König, A., Linz, N., Luz, S., Mallick, E., Pullen, H., Welstead, M., Ruhmel, S., Tröger, J. & Ritchie, C. W., 13 Oct 2023, In: Frontiers in Dementia. 2

Research output: Contribution to journalArticlepeer-review

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Autonomous mobility on demand: from case studies to standardized evaluation

Alotaibi, E. T., Alhuzaymi, T. M. & Herrmann, J. M., 2 Oct 2023, In: Frontiers in Future Transportation. 4, p. 1-13 13 p., 1224322.

Research output: Contribution to journalArticlepeer-review

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