As of February 2020, I have submitted my thesis, titled "Bayesian Ancestral Reconstruction for Bat Echolocation". This work has been focused on implementing a statistical model for the ancestral reconstruction of bat echolocation calls. It draws on and develops techniques for signal processing, functional data analysis, and machine learning. It is particularly concerned with the use of Gaussian Processes for phylogenetic inference, using both Markov Chain Monte Carlo and Variational inference schemes.
Meagher, J.P., Damoulas, T., Jones, K.E. and Girolami, M., 2018. Phylogenetic Gaussian processes for bat echolocation. Statistical Data Science, p.111.
Meagher, J.P., Damoulas, T., Jones, K.E. and Girolami, M., 2018. Discussion of ''The statistical analysis of acoustic phonetic data: exploring differences between spoken Romance languages'' by D. Pigoli, P.Z. Hadjipantelis, J.S. Coleman and J.A.D. Aston. To appear in the Journal of the Royal Statistical Society: Series C (Applied Statistics)
Phylogenetic Gaussian processes for the ancestral reconstruction of bat echolocation calls. Winton-Imperial Statistical Data Science Conference 2017 (SDS 2017). July 3-5, 2017. (Talk)
Reconstructing an Ancestral Bat Echolocation Call. Research Students Conference, Dublin. 15-17 June 2016. (Talk)
Reconstructing a Proto-Bat Call. Britbats. 19 April 2016. (Talk)
ST219: Mathematical Statistics Part B
ST208: Mathematical Methods
CS342: Machine Learning
Partial write up of the neural networks for image classification assignment:
Some Solutions / Notes relating to worksheets and material presented in Seminars:
Statistical Machine Learning Reading Group
Warwick R User Group
Young Researchers Meeting
When not busy unravelling the mysteries of echolocation in bats, I am a keen athlete.
My main interest is in the GAA games, hurling (wikipedia) (video link), and gaelic football. I have represented both Roger Casements Coventry and Warwickshire since 2015, although my home club is Killenaule in South Tipperary . I am also an active member of both Warwick Athletics and Warwick Barbell clubs within the University of Warwick.
J.Meagher, "at", warwick.ac.uk