Validating neuro-computational model...
Bhattacharya, Basabdatta Sen.

 

  • Validating neuro-computational models of neurological and psychiatric disorders[electronic resource] /
  • 紀錄類型: 書目-語言資料,印刷品 : Monograph/item
    杜威分類號: 616.8
    書名/作者: Validating neuro-computational models of neurological and psychiatric disorders/ edited by Basabdatta Sen Bhattacharya, Fahmida N. Chowdhury.
    其他作者: Bhattacharya, Basabdatta Sen.
    出版者: Cham : : Springer International Publishing :, 2015.
    面頁冊數: xviii, 315 p. : : ill., digital ;; 24 cm.
    Contained By: Springer eBooks
    標題: Computational neuroscience.
    標題: Neuropsychiatry.
    標題: Mental illness - Physiological aspects.
    標題: Biomedicine.
    標題: Neurosciences.
    標題: Neurology.
    標題: Mathematical Models of Cognitive Processes and Neural Networks.
    ISBN: 9783319200378
    ISBN: 9783319200361
    內容註: Introduction -- Discovery and validation of biomarkers based on computational models of normal and pathological hippocampal rhythms -- DCM, Conductance based models and Clinical applications -- Computational Models of Closed-loop Deep Brain Stimulation -- A multiscale 'working brain' model -- How to render Neural Fields more realistic -- Multilevel computational modeling in epilepsy: classical studies and recent advances -- Computational modeling of neuronal dysfunction at molecular level reveals the role of single neurons in circuit functions in cerebellum granule layer -- Modeling Cortical and Thalamocortical Synaptic Loss and Compensation Mechanisms in Alzheimer's disease -- Toward Networks from Spikes -- Epileptogenic networks: applying network analysis techniques to human seizure activity.
    摘要、提要註: This book is a collection of articles by leading researchers working at the cutting edge of neuro-computational modelling of neurological and psychiatric disorders. Each article contains model validation techniques used in the context of the specific problem being studied. Validation is essential for neuro-inspired computational models to become useful tools in the understanding and treatment of disease conditions. Currently, the immense diversity in neuro-computational modelling approaches for investigating brain diseases has created the need for a structured and coordinated approach to benchmark and standardise validation methods and techniques in this field of research. This book serves as a step towards a systematic approach to validation of neuro-computational models used for studying brain diseases, and should be useful for all neuro-computational modellers.
    電子資源: http://dx.doi.org/10.1007/978-3-319-20037-8
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