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Research Publications 2021

  • Bifet, A., Ferreira, C., Gama, J., & Gomes, H. M. (2021) “Editorial Message.” In Proceedings of the ACM Symposium on Applied Computing, 417.
  • Bahri, M., Bifet, A., Gama, J., Gomes, H. M., & Maniu, S. (2021) “Data stream analysis: Foundations, major tasks and tools.” WIREs: Data Mining and Knowledge Discovery 11(3). doi:10.1002/widm.1405
  • Bowen, J., & Coben, D. (2021) “Using task models to understand the intersection of numeracy skills and technical competence with medical device design.” Interacting with Computers 33(1), 40-54. doi:10.1093/iwcomp/iwab011
  • Bowen, J., Hinze, A., Konig, J., & Exton, D. (2021) “Supporting safer work practice through the use of wearable technology.” In R. Charles, & D. Golightly (Eds.) Ergonomics and Human Factors 2021, 8 pages. Online, London.
  • Bravo-Marquez, F., Khanchandani, A., & Pfahringer, B. (2021) “Incremental word vectors for time-evolving sentiment lexicon induction.” Cognitive Computation. doi:10.1007/s12559-021-09831-y
  • Cassidy, B., Reeves, N.D., Pappachan, J.M., Gillespie, D., O'Shea, C., Rajbhandari, S., Maiya, A.G., Frank, E., Boulton, A.J.M., Armstrong, D.G., et al. (2021) "The DFUC 2020 dataset: Analysis towards diabetic foot ulcer detection." European Endocrinology 1(1) 5-11. doi:10.17925/EE.2021.1.1.5
  • del Campo-Ávila, J., Takilalte, A., Bifet, A., & Mora-López, L. (2021) “Binding data mining and expert knowledge for one-day-ahead prediction of hourly global solar radiation.” Expert Systems with Applications 167(1) 114147. doi:10.1016/j.eswa.2020.114147
  • Gouk, H., Frank, E., Pfahringer, B., & Cree, M. J. (2021) “Regularisation of neural networks by enforcing Lipschitz continuity.” Machine Learning 110, 393-416. doi:10.1007/s10994-020-05929-w
  • García-Martín, E., Bifet, A., & Lavesson, N. (2021) “Energy modeling of Hoeffding tree ensembles.” Intelligent Data Analysis 25(1) 81-104. doi:10.3233/IDA-194890
  • Gunasinghe, H., McKelvie, J., Koay, A., & Mayo, M. (2021) "Comparison of pretrained feature extractors for glaucoma detection." Proc 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 390-394. doi:10.1109/ISBI48211.2021.9434082
  • Halstead, B., Koh, Y. S., Riddle, P., Pears, R., Pechenizkiy, M., Bifet, A., Olivares, G., & Coulson, G. (2021) “Analyzing and repairing concept drift adaptation in data stream classification.” Machine Learning. doi:10.1007/s10994-021-05993-w
  • Halstead, B., Koh, Y. S., Riddle, P., Pears, R., Pechenizkiy, M., & Bifet, A. (2021) “Recurring concept memory management in data streams: exploiting data stream concept evolution to improve performance and transparency.” Data Mining and Knowledge Discovery 35, 796-836. doi:10.1007/s10618-021-00736-w
  • Maurer, K., Hinze, A., Schuhbauer, H., & Brockmann, P. (2021) “Diversity as an advantage: an analysis of the demand for specialized and social competencies for STEM graduates using machine learning.” In D. Ifenthaler, D. G. Sampson, & P. Isaías (Eds.) Balancing the Tension between Digital Technologies and Learning Sciences. Cognition and Exploratory Learning in the Digital Age, 151-166. Springer International Publishing. doi:10.1007/978-3-030-65657-7_9
  • Mitchell, R., Frank, E., & Holmes, G. (2021) “An empirical study of moment estimators for quantile approximation.” ACM Transactions on Database Systems 46(1) 1-21. doi:10.1145/3442337
  • Mordvanyuk, N., López, B., & Bifet, A. (2021) “vertTIRP: Robust and efficient vertical frequent time interval-related pattern mining.” Expert Systems with Applications, 168. doi:10.1016/j.eswa.2020.114276
  • Neves, M., Huffaker, B., Levchenko, K., & Barcellos, M. (2021) “Dynamic property enforcement in programmable data planes.” IEEE/ACM Transactions on Networking. doi:10.1109/TNET.2021.3068339
  • Phua, T. W., Patros, P., & Kumar, V. (2021) “Towards embedding data provenance in files. In R. Paul (Ed.), Proc 2021 IEEE 11th Annual Computing and Communication Workshop and Conference, 1319-1325. USA, Virtual: IEEE. doi:10.1109/CCWC51732.2021.9375947
  • Read, J., Pfahringer, B., Holmes, G., & Frank, E. (2021) “Classifier chains: A review and perspectives.” Journal of Artificial Intelligence Research 70, 683-718. doi:10.1613/jair.1.12376
  • Roodt, D., Speidel, U., Kumar, V., & Ko, R. (2021) “On random editing in LZ-End.” In A. Bilgin, M. W. Marcellin, J. Serra-Sagrista, & J. A. Storer (Eds.) 2021 Data Compression Conference (DCC 2021), 366. Snowbird, UT, USA: IEEE. doi:10.1109/dcc50243.2021.00074
  • Short, C. (2021) “The Ulm School of Design discourse: a foundation for sustainable design.” Design Journal 24(3) 343-361. doi:10.1080/14606925.2021.1881204
  • Twidale, M. B., Nichols, D. M., & Lueg, C. P. (2021) “Everyone everywhere: A distributed and embedded paradigm for usability.” Journal of the Association for Information Science and Technology, 1-13. doi:10.1002/asi.24465
  • Wakes, S. J., Bauer, B. O., & Mayo, M. (2021) “A preliminary assessment of machine learning algorithms for predicting CFD-simulated wind flow patterns over idealised foredunes.” Journal of the Royal Society of New Zealand 51(2) 290-306. doi:10.1080/03036758.2020.1868541
  • Wu, S., Fitzgerald, A., Yu, A., & Chen, Z. (2021) “What are language learners looking for in a collocation consultation system? Identifying collocation look-up patterns with user query data.” ReCALL, 1-19 doi:10.1017/S0958344021000057
  • Yogarajan, V., Montiel, J., Smith, T., & Pfahringer, B. (2021) "Transformers for multi-label classification of medical text: an empirical comparison." In Tucker, A., Henriques Abreu, P., Cardoso, J., Pereira Rodrigues, P., Riaño, D. (eds.) Proc 19th International Conference on Artificial Intelligence in Medicine (AIME 2021), LNCS 12721, 114-123, Springer International Publishing. doi:10.1007/978-3-030- 77211-6_12