Mitchenson, Sam, Johnson, Jessica H., Milner, Ben and Lines, Jason (2024) Identifying earthquake swarms at Mt. Ruapehu, New Zealand: a machine learning approach. Frontiers in Earth Science, 12. ISSN 2296-6463
Middlehurst, Matthew, Large, James, Flynn, Michael, Lines, Jason, Bostrom, Aaron and Bagnall, Anthony (2021) HIVE-COTE 2.0: a new meta ensemble for time series classification. Machine Learning, 110. 3211–3243. ISSN 0885-6125
Large, James, Lines, Jason and Bagnall, Anthony (2019) A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates. Data Mining and Knowledge Discovery, 33 (6). pp. 1674-1709. ISSN 1384-5810
Lines, Jason, Taylor, Sarah and Bagnall, Anthony (2018) Time series classification with HIVE-COTE: The hierarchical vote collective of transformation-based ensembles. ACM Transactions on Knowledge Discovery from Data, 12 (5). ISSN 1556-4681
Bagnall, Anthony, Lines, Jason, Bostrom, Aaron, Large, James and Keogh, Eamonn (2017) The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances. Data Mining and Knowledge Discovery, 31 (3). 606–660. ISSN 1384-5810
Bagnall, Anthony, Lines, Jason, Hills, Jon and Bostrom, Aaron (2015) Time-series classification with COTE: The collective of transformation-based ensembles. IEEE Transactions on Knowledge and Data Engineering, 27 (9). pp. 2522-2535. ISSN 1041-4347
Lines, Jason and Bagnall, Anthony (2015) Time series classification with ensembles of elastic distance measures. Data Mining and Knowledge Discovery, 29 (3). pp. 565-592. ISSN 1384-5810
Hills, J., Lines, J, Baranauskas, E., Mapp, J. and Bagnall, A. (2014) Classification of time series by shapelet transformation. Data Mining and Knowledge Discovery, 28 (4). pp. 851-881. ISSN 1384-5810
Bagnall, Anthony, Hills, Jon and Lines, Jason (2014) Finding Motif Sets in Time Series.
Bagnall, Anthony and Lines, Jason (2014) An Experimental Evaluation of Nearest Neighbour Time Series Classification.
Davis, Luke M., Theobald, Barry-John, Lines, Jason, Toms, Andoni and Bagnall, Anthony (2012) On the segmentation and classification of hand radiographs. International Journal of Neural Systems, 22 (5). pp. 1250020-1250036. ISSN 0129-0657
Lines, Jason and Bagnall, Anthony (2012) Alternative quality measures for time series shapelets. Lecture Notes in Computer Sciences, 7435. pp. 475-483. ISSN 0302-9743
Lines, Jason A., Bagnall, Anthony, Caiger-Smith, Patrick and Anderson, Simon (2011) Classification of household devices by electricity usage profiles. Proceedings of the 12th International Conference on Intelligent Data Engineering and Automated Learning. pp. 403-412.
Ives-Keeler, Catherine, Buckley, Oliver and Lines, Jason (2021) Understanding Trust in Social Media: Twitter. In: HCI International 2021 - Posters - 23rd HCI International Conference, HCII 2021, Proceedings. Communications in Computer and Information Science . Springer, pp. 440-447. ISBN 978-3-030-78634-2
Oastler, George and Lines, Jason (2019) A Significantly Faster Elastic-Ensemble for Time-Series Classification. In: Intelligent Data Engineering and Automated Learning – IDEAL 2019. Proceedings of the 20th International Conference on Intelligent Data Engineering and Automated Learning . Springer, pp. 446-453. ISBN 978-3-030-33606-6
Rushbrooke, Aiden, Kinna, Thomas, Lines, Jason, Bagnall, Tony and Sami, Saber (2024) Time Domain Classification for Brain-Computer Interface Based Problems. In: Organization for Human Brain Mapping, 2024-06-23, Coex Convention & Exhibition Center.
Lines, Jason and Oastler, George (2022) TS-QUAD: A Smaller Elastic Ensemble For Time Series Classification. In: 3rd International Conference on Pattern Recognition and Artificial Intelligence, 2022-06-01 - 2022-06-03, Campus des Cordeliers.
Vickers, William, Milner, Ben, Lee, Robert and Lines, Jason (2019) A comparison of machine learning methods for detecting right whales from autonomous surface vehicles. In: UNSPECIFIED.
Vickers, William, Milner, Ben, Lines, Jason and Lee, Robert (2019) Detecting right whales from autonomous surface vehicles using RNNs and CNNs. In: UNSPECIFIED.
Lines, Jason, Taylor, Sarah and Bagnall, Anthony (2016) HIVE-COTE: The hierarchical vote collective of transformation-based ensembles for time series classification:IEEE International Conference on Data Mining. In: IEEE ICDM 2016 conference, 2016-12-13 - 2016-12-15.
Bagnall, Anthony, Lines, Jason, Hills, Jon and Bostrom, Aaron (2016) Time-series classification with COTE: The collective of transformation-based ensembles. In: 32nd International Conference on Data Engineering (ICDE), 2016-05-16 - 2016-05-20.
Lines, Jason and Bagnall, Anthony (2014) Ensembles of Elastic Distance Measures for Time Series Classification. In: SIAM International Conference on Data Mining, 2012-04-26 - 2012-04-28.
Mapp, J, Fisher, M, Bagnall, T, Lines, J, Songer, Sally and Scutt Phillips, Joe (2013) Clupea Harengus: Intraspecies Distinction Using Curvature Scale Space and Shapelets. In: 2nd International Conference on Pattern Recognition Applications and Methods, 2013-02-01.
Bagnall, A, Davis, L, Hills, J and Lines, J (2012) Transformation Based Ensembles for Time Series Classification. In: SIAM International Conference on Data Mining, 2012-04-26 - 2012-04-28.
Lines, J, Davis, L, Hills, J and Bagnall, A (2012) A Shapelet Transform for Time Series Classification. In: 18th International Conference on Knowledge Discovery in Data and Data Mining, 2012-08-12 - 2012-08-16.