Now showing items 1-3 of 3

  • Estimating heading direction from monocular video sequences using biologically-based sensor

    Cree, Michael J.; Perrone, John A.; Anthonys, Gehan; Garnett, Aden C.; Gouk, Henry (2016)
    The determination of one’s movement through the environment (visual odometry or self-motion estimation) from monocular sources such as video is an important research problem because of its relevance to robotics and autonomous ...
  • Learning Distance Metrics for Multi-Label Classification

    Gouk, Henry; Pfahringer, Bernhard; Cree, Michael J. (2016)
    Distance metric learning is a well studied problem in the field of machine learning, where it is typically used to improve the accuracy of instance based learning techniques. In this paper we propose a distance metric ...
  • MaxGain: Regularisation of neural networks by constraining activation magnitudes

    Gouk, Henry; Pfahringer, Bernhard; Frank, Eibe; Cree, Michael J. (Springer, 2019)
    Effective regularisation of neural networks is essential to combat overfitting due to the large number of parameters involved. We present an empirical analogue to the Lipschitz constant of a feed-forward neural network, ...