Computational Neurosurgery

This comprehensive and authoritative reference presents the state-of-the-art computational methods applied to the field of neurosurgery. The book brings together leading neuroscientists, neurosurgeons, mathematicians, computer scientists, engineers, ethicists and lawyers, to open the new frontier of...

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Detalhes bibliográficos
Autor Corporativo: SpringerLink (Online service)
Outros Autores: Di Ieva, Antonio (Editor), Suero Molina, Eric (Editor), Liu, Sidong (Editor), Russo, Carlo (Editor)
Formato: Recurso Eletrônico livro eletrônico
Idioma:inglês
Publicado em: Cham : Springer Nature Switzerland : Imprint: Springer, 2024.
Edição:1st ed. 2024.
coleção:Advances in Experimental Medicine and Biology, 1462
Assuntos:
Acesso em linha:https://doi.org/10.1007/978-3-031-64892-2
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Sumário:
  • Computational Neurosurgery: Foundation
  • Part I: Foundations of Computational Neurosurgery
  • Declaration of Computational Neurosurgery
  • Artificial Intelligence Methods
  • Deep Learning: A Primer for Neurosurgeons
  • Mathematical background of Machine Learning & Deep Learning
  • Computational fractal-based Neurosurgery
  • Graph theory and modeling of network topology in clinical neurosurgery
  • Computer Vision in digital neuropathology
  • Bayesian Neural Networks in predictive neurosurgery
  • Big data in neurosurgery
  • Large Language Models in Neurosurgery
  • Part II: Computational Neurosurgery Applications & Translational Aspects
  • AI and deep learning in brain tumors
  • Meta-transfer Learning for Brain Tumor Segmentation: Within and Beyond Glioma
  • Machine learning and radiomics in gliomas
  • Machine Learning in fluorescence-guided brain tumor surgery
  • AI and computational modeling in skull base surgery
  • Applications and Integration of Radiomics for Skull Base Oncology
  • Computational modeling and AI in radiation neuro-oncology and radiosurgery
  • Multimodal neuroimaging computing: Basics and applications in neurosurgery
  • The Brain Connectome for Clinical Neuroscience
  • Augmented reality in neurosurgery
  • Virtual and Augmented Reality in neurosurgery
  • Machine Intelligence in cerebrovascular and endovascular neurosurgery
  • Computational fluid dynamics in vascular neurosurgery
  • Computational fluid dynamics of cerebrospinal fluid
  • Computational Neurosurgery in Deep Brain Stimulation
  • Computational modeling, augmented reality, and Artificial Intelligence in spine surgery
  • Artificial Intelligence in spine and paravertebral muscles analysis
  • Computational prognostic modeling in traumatic brain injury
  • Comprehensive overview of computational modeling and artificial intelligence in pediatric neurosurgery
  • Machine Learning in Pain Neuromodulation
  • Neurosurgery and the brain computer interface
  • Ethical aspects of computational neurosurgery
  • Explainable AI and Laws in Computational neurosurgery.