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Machine Learning and Interpretation in Neuroimaging

International Workshop, MLINI 2011, Held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011, Revised Selected and Invited Contributions

Editors: Langs, G., Rish, I., Grosse-Wentrup, M., Murphy, B. (Eds.)

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  • ISBN 978-3-642-34713-9
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About this book

Brain imaging brings together the technology, methodology, research questions and approaches of a wide range of scientific fields including physics, statistics, computer science, neuroscience, biology, and engineering. Thus, methodological and technological advances that enable us to obtain measurements, examine relationships across observations, and link these data to neuroscientific hypotheses happen in a highly interdisciplinary environment. The dynamic field of machine learning with its modern approach to data mining provides many relevant approaches for neuroscience and enables the exploration of open questions. This state-of-the-art survey offers a collection of papers from the Workshop on Machine Learning and Interpretation in Neuroimaging, MLINI 2011, held at the 25th Annual Conference on Neural Information Processing, NIPS 2011, in the Sierra Nevada, Spain, in December 2011. Additionally, invited speakers agreed to contribute reviews on various aspects of the field, adding breadth and perspective to the volume. The 32 revised papers were carefully selected from 48 submissions. At the interface between machine learning and neuroimaging the papers aim at shedding some light on the state of the art in this interdisciplinary field. They are organized in topical sections on coding and decoding, neuroscience, dynamcis, connectivity, and probabilistic models and machine learning.

Table of contents (32 chapters)

Table of contents (32 chapters)

Buy this book

eBook 37,44 €
price for Spain (gross)
  • ISBN 978-3-642-34713-9
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • Immediate eBook download after purchase and usable on all devices
  • Bulk discounts available
Softcover 47,84 €
price for Spain (gross)
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Interpretation in Neuroimaging
Book Subtitle
International Workshop, MLINI 2011, Held at NIPS 2011, Sierra Nevada, Spain, December 16-17, 2011, Revised Selected and Invited Contributions
Editors
  • Georg Langs
  • Irina Rish
  • Moritz Grosse-Wentrup
  • Brian Murphy
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
7263
Copyright
2012
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-34713-9
DOI
10.1007/978-3-642-34713-9
Softcover ISBN
978-3-642-34712-2
Edition Number
1
Number of Pages
XIV, 266
Number of Illustrations
83 b/w illustrations
Topics