Biography

Jason joined the School of Computing Sciences as an undergraduate in 2007 studying a BSc in Computing Science. After successfully graduating in 2010 with first class honours, he briefly worked with Green Energy Options (GEO) as a research contractor over the summer of 2010. Later that year, Jason returned to the school to begin a PhD in Time Series Data Mining Electricity Usage Patterns in association with GEO, under the supervision of Dr. Tony Bagnall.

Projects
 

Times Series Data Mining Electricity Usage Patterns

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)


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

(2016)

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

Full Text

(Abstract)

(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)


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)


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)


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)


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

(2012)

Transformation Based Ensembles for Time Series Classification,

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)


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)