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Image Processing, Computer Vision, Pattern Recognition, and Graphics

Adolescent Brain Cognitive Development Neurocognitive Prediction

First Challenge, ABCD-NP 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13, 2019, Proceedings

Editors: Pohl, K.M., Thompson, W.K., Adeli, E., Linguraru, M.G. (Eds.)

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eBook $54.99
price for USA in USD (gross)
  • ISBN 978-3-030-31901-4
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Softcover $69.99
price for USA in USD
  • ISBN 978-3-030-31900-7
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About this book

This book constitutes the refereed proceedings of the First Challenge in Adolescent Brain Cognitive Development Neurocognitive Prediction, ABCD-NP 2019, held in conjunction with MICCAI 2019, in Shenzhen, China, in October 2019.

29 submissions were carefully reviewed and 24 of them were accepted. Some of the 24 submissions were merged and resulted in the 21 papers that are presented in this book. The papers explore methods for predicting fluid intelligence from T1-weighed MRI of 8669 children (age 9-10 years) recruited by the Adolescent Brain Cognitive Development Study (ABCD) study; the largest long-term study of brain development and child health in the United States to date.

Table of contents (21 chapters)

Table of contents (21 chapters)
  • A Combined Deep Learning-Gradient Boosting Machine Framework for Fluid Intelligence Prediction

    Pages 1-8

    Vang, Yeeleng S. (et al.)

  • Predicting Fluid Intelligence of Children Using T1-Weighted MR Images and a StackNet

    Pages 9-16

    Kao, Po-Yu (et al.)

  • Deep Learning vs. Classical Machine Learning: A Comparison of Methods for Fluid Intelligence Prediction

    Pages 17-25

    Guerdan, Luke (et al.)

  • Surface-Based Brain Morphometry for the Prediction of Fluid Intelligence in the Neurocognitive Prediction Challenge 2019

    Pages 26-34

    Rebsamen, Michael (et al.)

  • Prediction of Fluid Intelligence from T1-Weighted Magnetic Resonance Images

    Pages 35-46

    Pölsterl, Sebastian (et al.)

Buy this book

eBook $54.99
price for USA in USD (gross)
  • ISBN 978-3-030-31901-4
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $69.99
price for USA in USD
  • ISBN 978-3-030-31900-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Adolescent Brain Cognitive Development Neurocognitive Prediction
Book Subtitle
First Challenge, ABCD-NP 2019, Held in Conjunction with MICCAI 2019, Shenzhen, China, October 13, 2019, Proceedings
Editors
  • Kilian M. Pohl
  • Wesley K. Thompson
  • Ehsan Adeli
  • Marius George Linguraru
Series Title
Image Processing, Computer Vision, Pattern Recognition, and Graphics
Series Volume
11791
Copyright
2019
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-31901-4
DOI
10.1007/978-3-030-31901-4
Softcover ISBN
978-3-030-31900-7
Edition Number
1
Number of Pages
XI, 188
Number of Illustrations
8 b/w illustrations, 49 illustrations in colour
Topics