Orla M Doyle

Summary

Affiliation: King's College London
Country: UK

Publications

  1. doi request reprint The role of machine learning in neuroimaging for drug discovery and development
    Orla M Doyle
    Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King s College London, De Crespigny Park, London, SE5 8AF, UK
    Psychopharmacology (Berl) 232:4179-89. 2015
  2. pmc Multivariate decoding of brain images using ordinal regression
    O M Doyle
    King s College London, Department of Neuroimaging, Institute of Psychiatry PO89, De Crespigny Park, London SE5 8AF, UK
    Neuroimage 81:347-57. 2013
  3. doi request reprint Quantifying the attenuation of the ketamine pharmacological magnetic resonance imaging response in humans: a validation using antipsychotic and glutamatergic agents
    O M Doyle
    King s College London, Department of Neuroimaging, Institute of Psychiatry, London, United Kingdom
    J Pharmacol Exp Ther 345:151-60. 2013
  4. doi request reprint Bridging paradigms: hybrid mechanistic-discriminative predictive models
    Orla M Doyle
    Department of Neuroimaging, Institute of Psychiatry, King s College London, London, UK
    IEEE Trans Biomed Eng 60:735-42. 2013
  5. doi request reprint A Spatiotemporal Profile of In Vivo Cerebral Blood Flow Changes Following Intranasal Oxytocin in Humans
    Yannis Paloyelis
    Departments of Neuroimaging, Institute of Psychiatry, King s College London, London Electronic address
    Biol Psychiatry 79:693-705. 2016

Detail Information

Publications5

  1. doi request reprint The role of machine learning in neuroimaging for drug discovery and development
    Orla M Doyle
    Department of Neuroimaging, Institute of Psychiatry, Psychology and Neuroscience, King s College London, De Crespigny Park, London, SE5 8AF, UK
    Psychopharmacology (Berl) 232:4179-89. 2015
    ..Further refinement and tailoring of machine learning techniques may help realise their tremendous potential for drug discovery and drug validation. ..
  2. pmc Multivariate decoding of brain images using ordinal regression
    O M Doyle
    King s College London, Department of Neuroimaging, Institute of Psychiatry PO89, De Crespigny Park, London SE5 8AF, UK
    Neuroimage 81:347-57. 2013
    ..Our results indicate the potential of an ordinal regression approach for neuroimaging data while providing a fully probabilistic framework with elegant approaches for model selection. ..
  3. doi request reprint Quantifying the attenuation of the ketamine pharmacological magnetic resonance imaging response in humans: a validation using antipsychotic and glutamatergic agents
    O M Doyle
    King s College London, Department of Neuroimaging, Institute of Psychiatry, London, United Kingdom
    J Pharmacol Exp Ther 345:151-60. 2013
    ..The analytical methodology used could be readily applied to investigate the mechanistic action of novel compounds relevant for psychiatric disorders such as schizophrenia and depression...
  4. doi request reprint Bridging paradigms: hybrid mechanistic-discriminative predictive models
    Orla M Doyle
    Department of Neuroimaging, Institute of Psychiatry, King s College London, London, UK
    IEEE Trans Biomed Eng 60:735-42. 2013
    ..This paper reviews the use of both mechanistic models and ML in healthcare as well as emerging hybrid methods, which are an exciting and promising approach for biologically based, yet data-driven advanced intelligent systems...
  5. doi request reprint A Spatiotemporal Profile of In Vivo Cerebral Blood Flow Changes Following Intranasal Oxytocin in Humans
    Yannis Paloyelis
    Departments of Neuroimaging, Institute of Psychiatry, King s College London, London Electronic address
    Biol Psychiatry 79:693-705. 2016
    ..However, extensive efforts to evaluate the central actions and therapeutic efficacy of IN-OT may be marred by the absence of data regarding its temporal dynamics and sites of action in the living human brain...