Biography

Jason joined the School of Computing Sciences as an undergraduate student in 2007, studying a BSc in Computing Sciences at UEA. He graduated with first class honours in 2010 and then began a PhD later that year under the supervision of Dr. Tony Bagnall with the title Time Series Classification through Transformation and Ensembles. Towards the end of his PhD, Jason moved to the USA to work as a data science intern for Apple Inc., before then returning to the UK to complete his PhD and begin a research position in CMP. He was the named researcher on a fully-funded EPSRC proposal led by Dr. Bagnall, and after working as a Senior Research Associate in CMP for a year and a half, Jason was offered a faculty position to become a Lecturer in Computing Sciences at UEA.

Jason's current research interests are in machine learning generally, and specifically relating to time series classification with an emphasis on real-time and on-chip classification. He is CO-I on EPSRC grant EP/M015807/1: The Collective of Transform Ensembles (COTE) for Time Series Classification

Jason is currently teaching on: Programming 1 (first year), Data Structures and Algorithms (second year), and Machine Learning (third year).

All Publications

Bagnall, A., Lines, J., Bostrom, A., Large, J., Keogh, E.

(2017)

The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances,

in Data Mining and Knowledge Discovery

31

(3)

pp. 606–660

Full Text UEA Repository

(Article)

(Published)


Lines, J., Taylor, S., Bagnall, A.

(2016)

HIVE-COTE: The hierarchical vote collective of transformation-based ensembles for time series classification,

UEA Repository

(Paper)

(Published)


Bagnall, A., Lines, J., Hills, J., Bostrom, A.

(2016)

Time-series classification with COTE: The collective of transformation-based ensembles,

Full Text

(Abstract)

(Published)


Bagnall, A., Lines, J., Hills, J., Bostrom, A.

(2015)

Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles,

in IEEE Transactions on Knowledge and Data Engineering

27

(9)

pp. 2522-2535

Full Text UEA Repository

(Article)

(Published)


Lines, J., Bagnall, A.

(2015)

Time series classification with ensembles of elastic distance measures,

in Data Mining and Knowledge Discovery

29

(3)

pp. 565-592

Full Text UEA Repository

(Article)

(Published)


Hills, J., Lines, J., Baranauskas, E., Mapp, J., Bagnall, A.

(2014)

Classification of time series by shapelet transformation,

in Data Mining and Knowledge Discovery

28

(4)

pp. 851-881

Full Text UEA Repository

(Article)

(Published)


Lines, J., Bagnall, A.

(2014)

Ensembles of Elastic Distance Measures for Time Series Classification,

UEA Repository

(Paper)

(Published)


Bagnall, A., Lines, J.

(2014)

An Experimental Evaluation of Nearest Neighbour Time Series Classification,

UEA Repository

(Working paper)

(Published)


Bagnall, A., Hills, J., Lines, J.

(2014)

Finding Motif Sets in Time Series,

UEA Repository

(Working paper)

(Published)


Mapp, J., Fisher, M., Bagnall, T., Lines, J., Songer, Sally. CEFAS Lowestoft, Scutt Phillips, Joe. CEFAS Lowestoft

(2013)

Clupea Harengus: Intraspecies Distinction Using Curvature Scale Space and Shapelets,

UEA Repository

(Paper)

(Published)


Davis, L., Theobald, B., Lines, J., Toms, A., Bagnall, A.

(2012)

On the segmentation and classification of hand radiographs,

in International Journal of Neural Systems

22

(5)

pp. 1250020-1250036

Full Text UEA Repository

(Article)

(Published)


Bagnall, A., Davis, L., Hills, J., Lines, J.

(2012)

Transformation Based Ensembles for Time Series Classification,

UEA Repository

(Paper)

(Published)


Lines, J., Bagnall, A.

(2012)

Alternative Quality Measures for Time Series Shapelets,

in Lecture Notes in Computer Sciences

7435

pp. 475-483

Full Text UEA Repository

(Article)

(Published)


Lines, J., Davis, L., Hills, J., Bagnall, A.

(2012)

A Shapelet Transform for Time Series Classification,

UEA Repository

(Paper)

(Published)


Lines, J., Bagnall, A., Caiger-Smith, P., Anderson, S., Yin, H. (ed.), Wang, W. (ed.), Rayward-Smith, V. (ed.)

(2011)

Classification of Household Devices by Electricity Usage Profiles,

in Proceedings of the 12th International Conference on Intelligent Data Engineering and Automated Learning

pp. 403-412

UEA Repository

(Article)

(Published)