Machine Learning for Dairy Cow Behaviour Classification

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  1. 2019
  2. Published

    Variable segmentation and ensemble classifiers for predicting dairy cow behaviour

    Williams, M., James, W. P. & Rose, M., 28 Feb 2019, In: Biosystems Engineering. 178, p. 156-167 12 p.

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

    DOI: 10.1016/j.biosystemseng.2018.11.011
  3. 2017
  4. Published

    Fixed-time data segmentation and behaviour classification of pasture-based cattle: Enhancing performance using a hidden Markov model

    Williams, M., James, P. & Rose, M., 20 Nov 2017, In: Computers and Electronics in Agriculture. 142, Part B, p. 585-596 12 p.

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

    DOI: 10.1016/j.compag.2017.11.010
  5. 2016
  6. Published

    A novel behavioral model of the pasture-based dairy cow from GPS data using data mining and machine learning techniques

    Williams, M., MacParthaláin, N., Brewer, P., James, P. & Rose, M., 31 Mar 2016, In: Journal of Dairy Science. 99, 3, p. 2063-2075 13 p.

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

    DOI: 10.3168/jds.2015-10254
IRUS-UK
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