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This book bridges the gap between data scientists and clinicians by
introducing all relevant aspects of machine learning in an
accessible way, and will certainly foster new and serendipitous
applications of machine learning in the clinical neurosciences.
Building from the ground up by communicating the foundational
knowledge and intuitions first before progressing to more advanced
and specific topics, the book is well-suited even for clinicians
without prior machine learning experience. Authored by a wide array
of experienced global machine learning groups, the book is aimed at
clinicians who are interested in mastering the basics of machine
learning and who wish to get started with their own machine
learning research. The volume is structured in two major parts: The
first uniquely introduces all major concepts in clinical machine
learning from the ground up, and includes step-by-step instructions
on how to correctly develop and validate clinical prediction
models. It also includes methodological and conceptual foundations
of other applications of machine learning in clinical neuroscience,
such as applications of machine learning to neuroimaging, natural
language processing, and time series analysis. The second part
provides an overview of some state-of-the-art applications of these
methodologies. The Machine Intelligence in Clinical Neuroscience
(MICN) Laboratory at the Department of Neurosurgery of the
University Hospital Zurich studies clinical applications of machine
intelligence to improve patient care in clinical neuroscience. The
group focuses on diagnostic, prognostic and predictive analytics
that aid in decision-making by increasing objectivity and
transparency to patients. Other major interests of our group
members are in medical imaging, and intraoperative applications of
machine vision.
The contributions in this book were presented at the fifth
European-Japanese Joint Conference for Stroke Surgery, held in July
2010 in Duesseldorf, Germany. The topics treated are the management
of cerebral and ventricular hemorrhage, extra-intracranial bypass
surgery, surgical and endovascular treatment of cervical and
intracranial arterial occlusive disease, and embolization and
microsurgery of AVM and dural AV-fistulas.
This is an open access proceeding book of 9th European-Japanese
Cerebrovascular Congress at Milan 2018. Since many experts from
Europe and Japan had very important and fruitful discussion on the
management of Cerebrovascular diseases, the proceeding book is very
attractive for the physician and scientists of the area.
This volume provides an overview of new concepts in neurovascular
interventions based on clinical and scientific knowledge of
cerebrovascular disorders. It especially focuses on subarachnoid
hemorrhage and cerebrovascular malformations, e.g. aneurysms,
arterio-venous malformations, and cavernomas. A separate part
addresses cerebral revascularization for both complex aneurysms and
ischemia. All contributions were written by recognized experts and
cover original papers presented at the 7th European Japanese Stroke
Surgery Conference, held in Verona, Italy in June 2014. The authors
present new trends and strategies for managing emerging problems,
as well as in-depth discussions on controversial issues in the
field.
This is a proceeding book of 8th European-Japanese Cerebrovascular
Congress (held in Zurich in 2016). Since many experts from Europe
and Japan had very important and fruitful discussion on the
management of cerebrovascular diseases, the proceeding book will be
very attractive for the physicians and scientists of the area.
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