The Collective of Transform Ensembles (COTE) for Time Series Classification

Research output

Research output per year 2015 2015 2017 2018 2019 2019

• 5 Article
• 1 Conference contribution

Research output per year

Research output per year

Search results

• 2019

  A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates

  Large, J., Lines, J. & Bagnall, A., 1 Nov 2019, In: Data Mining and Knowledge Discovery. 33, 6, p. 1674-1709 36 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  63 Citations (Scopus)

  71 Downloads (Pure)

• On time series classification with dictionary-based classifiers

  Large, J., Bagnall, A., Malinowski, S. & Tavenard, R., 24 Oct 2019, In: Intelligent Data Analysis. 23, 5, p. 1073-1089 17 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  43 Citations (Scopus)

  54 Downloads (Pure)
• 2018

  Optimizing dynamic time warping’s window width for time series data mining applications

  Dau, H. A., Silva, D. F., Petitjean, F., Forestier, G., Bagnall, A., Mueen, A. & Keogh, E., Jul 2018, In: Data Mining and Knowledge Discovery. 32, 4, p. 1074–1120 27 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  63 Citations (Scopus)

  17 Downloads (Pure)

• Time series classification with HIVE-COTE: The hierarchical vote collective of transformation-based ensembles

  Lines, J., Taylor, S. & Bagnall, A., 1 Jul 2018, In: ACM Transactions on Knowledge Discovery from Data. 12, 5, 35 p., 52.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  226 Citations (Scopus)

  34 Downloads (Pure)
• 2017

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

  Bagnall, A., Lines, J., Bostrom, A., Large, J. & Keogh, E., May 2017, In: Data Mining and Knowledge Discovery. 31, 3, p. 606–660 55 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  971 Citations (Scopus)

  102 Downloads (Pure)
• 2015

  Binary Shapelet Transform for Multiclass Time Series Classification

  Bostrom, A. & Bagnall, A., 1 Sep 2015, Big Data Analytics and Knowledge Discovery: 17th International Conference, DaWaK 2015, Valencia, Spain, September 1-4, 2015, Proceedings. Madria, S. & Hara, T. (eds.). Springer, Vol. 9263. p. 257-269 (Lecture Notes in Computer Science; vol. 9263).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  File
  48 Citations (Scopus)

  94 Downloads (Pure)