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  1. 2020
  2. Published

    A Self-Adaptive Synthetic Over-Sampling Technique for Imbalanced Classification

    Gu, X., Angelov, P. & Almeida Soares, E., 1/06/2020, In: International Journal of Intelligent Systems. 35, 6, p. 923-943 21 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  3. Published

    An evolving approach to data streams clustering based on typicality and eccentricity data analytics

    Bezerra, C. G., Costa, B. S. J., Guedes, L. A. & Angelov, P. P., 31/05/2020, In: Information Sciences. 518, p. 13-28 16 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  4. Published

    Interpretable policies for reinforcement learning by empirical fuzzy sets

    Huang, J., Angelov, P. P. & Yin, C., 31/05/2020, In: Engineering Applications of Artificial Intelligence. 91, 13 p., 103559.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  5. Published

    Special issue of Teams in Multiagent Systems (TEAMAS): Preface

    Andrejczuk, E., Alberola, J. M., Marcolino, L. & Torroni, P., 12/05/2020, In: Fundam Inf. 174, 1, p. 61-62 2 p.

    Research output: Contribution to Journal/Magazine › Editorial › peer-review

  6. Published

    An Ontological Framework for Opportunistic Composition of IoT Systems

    Nundloll, V., Elkhatib, Y., Elhabbash, A. & Blair, G. S., 11/05/2020, 2020 IEEE International Conference on Informatics, IoT, and Enabling Technologies (ICIoT). IEEE, p. 614-621 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  7. Published

    On-line Estimators for Ad-hoc Task Allocation: Extended Abstract

    Shafipour Yourdshahi, E., Do Carmo Alves, M., Soriano Marcolino, L. & Angelov, P., 9/05/2020, Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2020). ACM, p. 1999–2001 3 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  8. Published

    Real-time Learning and Planning in Environments with Swarms: A Hierarchical and a Parameter-based Simulation Approach

    Pelcner, L., Li, S., Do Carmo Alves, M., Soriano Marcolino, L. & Collins, A., 9/05/2020, Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2020). ACM, p. 1019–1027 9 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  9. Published

    Decentralised Task Allocation in the Fog: Estimators for Effective Ad-hoc Teamwork

    Shafipour Yourdshahi, E., Do Carmo Alves, M., Soriano Marcolino, L. & Angelov, P., 8/05/2020.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  10. E-pub ahead of print

    Highly interpretable hierarchical deep rule-based classifier

    Gu, X. & Angelov, P., 20/04/2020, (E-pub ahead of print) In: Applied Soft Computing. 92

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  11. Published

    Towards Deep Machine Reasoning: a Prototype-based Deep Neural Network with Decision Tree Inference

    Angelov, P. & Soares, E., 2/02/2020, In: arXiv.

    Research output: Contribution to Journal/Magazine › Journal article

  12. Published

    An artificial intelligence-based deep learning algorithm for the diagnosis of diabetic neuropathy using corneal confocal microscopy: a development and validation study

    Williams, B., Borroni, D., Liu, R., Zhao, Y., Zhang, J., Lim, J., Ma, B., Romano, V., Qi, H., Ferdousi, M., Petropoulos, I., Ponirakis, G., Kaye, S., Malik, R., Alam, U. & Zheng, Y., 1/02/2020, In: Diabetologia. 63, 2, p. 419-430 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  13. Published

    Atypical Facial Landmark Localisation with Stacked Hourglass Networks: A Study on 3D Facial Modelling for Medical Diagnosis

    Storey, G., Bouridane, A., Jiang, R. & Li, C.-T., 29/01/2020, Deep Biometrics. Jiang, R., Li, C.-T., Crookes, D., Meng, W. & Rosenberger, C. (eds.). Cham: Springer, p. 37-49 13 p. (Unsupervised and Semi-Supervised Learning ).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  14. Published

    Improving Fetal Head Contour Detection by Object Localisation with Deep Learning

    Al-Bander, B., Alzahrani, T., Alzahrani, S., Williams, B. M. & Zheng, Y., 24/01/2020, Medical Image Understanding and Analysis : 23rd Conference, MIUA 2019, Proceedings. Zheng, Y., Williams, B. M. & Chen, K. (eds.). Springer, p. 142-150 9 p. (Communications in Computer and Information Science; vol. 1065 CCIS).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  15. Published

    Learning Active Contour Models for Medical Image Segmentation

    Chen, X., Williams, B., Vallabhanehi, S., Czanner, G., Williams, R. & Zheng, Y., 9/01/2020, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 11632-11640 9 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  16. Published

    Deep learning based pedestrian detection at distance in smart cities

    Dinakaran, R. K., Easom, P., Bouridane, A., Zhang, L., Jiang, R., Mehboob, F. & Rauf, A., 1/01/2020, Intelligent Systems and Applications - Proceedings of the 2019 Intelligent Systems Conference IntelliSys Volume 2. Bi, Y., Bhatia, R. & Kapoor, S. (eds.). Springer-Verlag, p. 588-593 6 p. (Advances in Intelligent Systems and Computing; vol. 1038).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  17. Published

    Joint Destriping and Segmentation of OCTA Images

    Wu, X., Gao, D., Williams, B. M., Stylianides, A., Zheng, Y. & Jin, Z., 1/01/2020, Medical Image Understanding and Analysis - 23rd Conference, MIUA 2019, Proceedings. Zheng, Y., Williams, B. M. & Chen, K. (eds.). Springer, p. 423-435 13 p. (Communications in Computer and Information Science; vol. 1065 CCIS).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  18. Published

    Learning Latent Global Network for Skeleton-based Action Prediction

    Ke, Q. & Rahmani, H., 1/01/2020, In: IEEE Transactions on Image Processing. 29, p. 959 - 970 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  19. Published

    Preface

    Zheng, Y., Williams, B. M. & Chen, K., 1/01/2020, Medical Image Understanding and Analysis: 23rd Conference, MIUA 2019, Liverpool, UK, July 24–26, 2019, Proceedings. Zheng, Y., Williams, B. M. & Chen, K. (eds.). Cham: Springer, p. vi (Communications in Computer and Information Science; vol. 1065).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Other chapter contribution

  20. Published

    A Deep Learning based Wearable Healthcare IoT Device for AI-enabled Hearing Assistance Automation.

    Young, F., Zhang, L., Jiang, R., Liu, H. & Wall, C., 2020, In: CoRR. abs/2005.08076

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  21. Published

    Deep Biometrics

    Jiang, R. (Editor), Li, C.-T. (Editor), Crookes, D. (Editor), Meng, W. (Editor) & Rosenberger, C. (Editor), 2020, Cham: Springer. 311 p.

    Research output: Book/Report/Proceedings › Book

  22. Published

    On-Line Estimators for Ad-Hoc Task Allocation

    Shafipour Yourdshahi, E., Aparecido do Carmo Alves, M., Soriano Marcolino, L. & Angelov, P., 2020, Proceedings of the 19th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2020. Richland, SC: International Foundation for Autonomous Agents and Multiagent Systems, p. 1999–2001 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 2020-May).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  23. 2019
  24. Published

    ICDS 2019 Preface

    Angelov, P., Boumhidi, J., Hagras, H., Nfaoui, E. H., Oubenaalla, Y., Loqman, C., Mestari, M. & Mousannif, H., 26/12/2019, 2019 Third International Conference on Intelligent Computing in Data Sciences (ICDS). IEEE, 1 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  25. Published

    Explainable Density-based Approach for Self-driving Actions Classification

    Almeida Soares, E., Angelov, P., Filev, D., Costa, B., Castro, M. & Nageshrao, S., 16/12/2019, p. 1-6. 6 p.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  26. Published

    Self-Organising and Self-Learning Model for Soybean Yield Prediction

    Alghamdi, M., Angelov, P., Rufino, M., Gimenez, R. & Almeida Soares, E., 16/12/2019, 2019 6th International Conference on Social Networks Analysis, Management and Security, SNAMS 2019. Alsmirat, M. & Jararweh, Y. (eds.). IEEE, p. 441-446 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  27. Published

    Towards Explainable Deep Neural Networks (xDNN)

    Angelov, P. & Soares, E., 5/12/2019, In: arXiv. p. 1-9 9 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  28. Published

    Cloud Instance Selection Using Parallel K-Means and AHP

    Guo, T., Bahsoon, R., Chen, T., Elhabbash, A., Samreen, F. & Elkhatib, Y., 1/12/2019, Proceedings of IEEE/ACM 12th International Conference on Utility and Cloud Computing. IEEE/ACM, p. 71-76 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  29. Published

    Envisioning SLO-driven Service Selection in Multi-cloud Applications

    Elhabbash, A., Elkhatib, Y., Blair, G., Lin, Y., Barker, A. & Thomson, J., 1/12/2019, Proceedings of IEEE/ACM 12th International Conference on Utility and Cloud Computing. IEEE/ACM, p. 9-14 6 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  30. Published

    Single image dehazing using deep neural networks

    Hodges, C., Bennamoun, M. & Rahmani, H., 1/12/2019, In: Pattern Recognition Letters. 128, p. 70-77 8 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  31. Published

    SLO-ML: A Language for Service Level Objective Modelling in Multi-cloud applications

    Elhabbash, A., Jumagaliyev, A., Blair, G. & Elkhatib, Y., 1/12/2019, Proceedings of IEEE/ACM 12th International Conference on Utility and Cloud Computing. IEEE/ACM, p. 241–250 10 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  32. Published

    Local Optimality of Self-Organising Neuro-Fuzzy Inference Systems

    Gu, X., Angelov, P. P. & Rong, H., 30/11/2019, In: Information Sciences. 503, p. 351-380 30 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  33. Published

    Drusen and macular degeneration lesions

    Williams, B., Burgess, P. & Zheng, Y., 27/11/2019, Computational Retinal Image Analysis: Tools, Applications and Perspectives. Trucco, E., MacGillivray, T. & Xu, Y. (eds.). Academic Press, p. 245-272 28 p. (The Elsevier and MICCAI Society Book Series).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  34. Published

    A Self-Adaptive Synthetic Over-Sampling Technique for Imbalanced Classification

    Gu, X., Angelov, P. P. & Soares, E. A., 25/11/2019, In: arXiv.

    Research output: Contribution to Journal/Magazine › Journal article

  35. Published

    Improved artificial intelligence for glaucoma grading from fundus photographs via uncertainty-informed decision referral

    Czanner, G., MacCormick, I. J. C., Williams, B., Zheng, Y., Czanner, S., Tatham, A., Trucco, M., Li, Y., Congdon, N., Venkatesh, K. A., Kavitha, S. & Willoughby, C. E., 22/11/2019.

    Research output: Contribution to conference - Without ISBN/ISSN › Abstract › peer-review

  36. Published

    Novelty Detection and Learning from Extremely Weak Supervision

    Almeida Soares, E. & Angelov, P., 1/11/2019

    Research output: Other contribution

  37. Published

    Self-awareness in Software Engineering: A systematic literature review

    Elhabbash, A., Salama, M., Bahsoon, R. & Tino, P., 31/10/2019, In: ACM Transactions on Autonomous and Adaptive Systems. 14, 2, 42 p., 5.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  38. Published

    Shallow Unorganized Neural Networks Using Smart Neuron Model for Visual Perception

    Jiang, R. & Crookes, D., 31/10/2019, In: IEEE Access. 7, p. 152701-152714 14 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  39. Published

    An Odometer-Free Approach for Unmanned Ground-Based Vehicle Simultaneous Localization and Mapping

    Gu, X., Angelov, P. & Khan, M., 26/10/2019.

    Research output: Contribution to conference - Without ISBN/ISSN › Abstract › peer-review

  40. Published

    Automated Blood Cell Detection and Counting via Deep Learning for Microfluidic Point-of-Care Medical Devices

    Xia, T., Jiang, R., Fu, Y. Q. & Jin, N., 17/10/2019, In: IOP Conference Series: Materials Science and Engineering. 646, 7 p., 012048.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  41. Published

    Biometric Blockchain: A Better Solution for the Security and Trust of Food Logistics

    Xu, B., Agbele, T. & Jiang, R., 17/10/2019, In: IOP Conference Series: Materials Science and Engineering. 646, 7 p., 012009.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  42. Published

    Actively Semi-Supervised Deep Rule-based Classifier Applied to Adverse Driving Scenarios

    Almeida Soares, E., Angelov, P. P., Costa, B. S. J. & Castro, M., 30/09/2019, 2019 International Joint Conference on Neural Networks (IJCNN). IEEE, p. 1-8 8 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  43. Published

    Deep Rule-Based Aerial Scene Classifier using High-Level Ensemble Feature Descriptor

    Gu, X. & Angelov, P. P., 30/09/2019, 2019 International Joint Conference on Neural Networks (IJCNN). IEEE, 7 p. 8851838

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  44. Published

    Distant Pedestrian Detection in the Wild using Single Shot Detector with Deep Convolutional Generative Adversarial Networks

    Dinakaran, R., Easom, P., Zhang, L., Bouridane, A., Jiang, R. & Edirisinghe, E., 30/09/2019, 2019 International Joint Conference on Neural Networks (IJCNN). IEEE, 7 p. 8851859

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  45. Published

    3DPalsyNet: A Facial Palsy Grading and Motion Recognition Framework Using Fully 3D Convolutional Neural Networks

    Storey, G., Jiang, R., Keogh, S., Bouridane, A. & Li, C.-T., 10/09/2019, In: IEEE Access. 7, 10 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  46. E-pub ahead of print

    Learning Human Pose Models from Synthesized Data for Robust RGB-D Action Recognition

    Liu, J., Rahmani, H., Akhtar, N. & Mian, A., 6/08/2019, (E-pub ahead of print) In: International Journal of Computer Vision. 20 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  47. Published

    A Framework for SLO-driven Cloud Specification and Brokerage

    Elhabbash, A., Elkhatib, Y., Blair, G. S., Lin, Y. & Barker, A., 4/07/2019, 2019 19th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID). IEEE, p. 666-667 2 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  48. Published

    Fully Convolutional Segmentation of Corneal Limbus and Foveal Blood Vessels in Fluorescein Angiography

    Zheng, Y., Yao, H., Shen, Y., Zhao, Y. & Williams, B., 1/07/2019, In: Investigative Ophthalmology and Visual Science. 60, 9

    Research output: Contribution to Journal/Magazine › Meeting abstract

  49. Published

    In-vivo evaluation of corneal collagen fibrils pattern to detect keratoconus

    Romano, V., Borroni, D., Geraghty, B., Lipari, E., Sporgia, A., Zheng, Y., Kaye, S. & Williams, B., 1/07/2019, In: Investigative Ophthalmology and Visual Science. 60, 9

    Research output: Contribution to Journal/Magazine › Meeting abstract › peer-review

  50. Published

    Learning the features of diabetic retinopathy with convolutional neural networks

    Pratt, H., Williams, B. M., Broadbent, D., Harding, S. P., Coenen, F. & Zheng, Y., 16/05/2019, In: EUROPEAN JOURNAL OF OPHTHALMOLOGY. 29, 3, p. NP15-NP16 2 p.

    Research output: Contribution to Journal/Magazine › Meeting abstract › peer-review

  51. Published

    Social Behavioral Phenotyping of Drosophila with a 2D-3D Hybrid CNN Framework

    Jiang, Z., Chazot, P. L., Celebi, M. E., Crookes, D. & Jiang, R., 15/05/2019, In: IEEE Access. 7, p. 67972 - 67982 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  52. Published

    Sub-surface imaging of soiled cotton fabric using full-field optical coherence tomography

    Zhang, Z., Ikpatt, U., Lawman, S., Williams, B. M., Zheng, Y., Lin, H. & Shen, Y., 13/05/2019, In: Optics Express. 27, 10, p. 13951-13964 14 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

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