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Adolescent Brain Cognitive Development Neurocognitive Prediction

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Cover of 'Adolescent Brain Cognitive Development Neurocognitive Prediction'

Table of Contents

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    Book Overview
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    Chapter 1 A Combined Deep Learning-Gradient Boosting Machine Framework for Fluid Intelligence Prediction
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    Chapter 2 Predicting Fluid Intelligence of Children using T1-weighted MR Images and a StackNet
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    Chapter 3 Deep Learning vs. Classical Machine Learning: A Comparison of Methods for Fluid Intelligence Prediction
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    Chapter 4 Surface-Based Brain Morphometry for the Prediction of Fluid Intelligence in the Neurocognitive Prediction Challenge 2019
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    Chapter 5 Prediction of Fluid Intelligence from T1-Weighted Magnetic Resonance Images
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    Chapter 6 Ensemble of SVM, Random-Forest and the BSWiMS Method to Predict and Describe Structural Associations with Fluid Intelligence Scores from T1-Weighed MRI
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    Chapter 7 Predicting Intelligence Based on Cortical WM/GM Contrast, Cortical Thickness and Volumetry
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    Chapter 8 Predict Fluid Intelligence of Adolescent Using Ensemble Learning
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    Chapter 9 Predicting Fluid Intelligence in Adolescent Brain MRI Data: An Ensemble Approach
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    Chapter 10 Predicting Fluid Intelligence from Structural MRI Using Random Forest regression
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    Chapter 11 Nu Support Vector Machine in Prediction of Fluid Intelligence Using MRI Data
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    Chapter 12 An AutoML Approach for the Prediction of Fluid Intelligence from MRI-Derived Features
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    Chapter 13 Predicting Fluid Intelligence from MRI Images with Encoder-Decoder Regularization
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    Chapter 14 ABCD Neurocognitive Prediction Challenge 2019: Predicting Individual Residual Fluid Intelligence Scores from Cortical Grey Matter Morphology
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    Chapter 15 Ensemble Modeling of Neurocognitive Performance Using MRI-Derived Brain Structure Volumes
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    Chapter 16 ABCD Neurocognitive Prediction Challenge 2019: Predicting Individual Fluid Intelligence Scores from Structural MRI Using Probabilistic Segmentation and Kernel Ridge Regression
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    Chapter 17 Predicting Fluid Intelligence Using Anatomical Measures Within Functionally Defined Brain Networks
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    Chapter 18 Sex Differences in Predicting Fluid Intelligence of Adolescent Brain from T1-Weighted MRIs
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    Chapter 19 Ensemble of 3D CNN Regressors with Data Fusion for Fluid Intelligence Prediction
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    Chapter 20 Adolescent Fluid Intelligence Prediction from Regional Brain Volumes and Cortical Curvatures Using BlockPC-XGBoost
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    Chapter 21 Cortical and Subcortical Contributions to Predicting Intelligence Using 3D ConvNets
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Title
Adolescent Brain Cognitive Development Neurocognitive Prediction
Published by
Springer International Publishing, November 2019
DOI 10.1007/978-3-030-31901-4
ISBNs
978-3-03-031900-7, 978-3-03-031901-4
Editors

Pohl, Kilian M., Thompson, Wesley K., Adeli, Ehsan, Linguraru, Marius George

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The data shown below were collected from the profiles of 28 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 19 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 19 100%

Demographic breakdown

Readers by professional status Count As %
Student > Master 1 5%
Unknown 18 95%
Readers by discipline Count As %
Computer Science 1 5%
Unknown 18 95%