Machine Learning in Imaging Neurodevelopment and Neurodegeneration

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Articles

ORIGINAL RESEARCH

Published on 26 Nov 2018

Support Vector Machines, Multidimensional Scaling and Magnetic Resonance Imaging Reveal Structural Brain Abnormalities Associated With the Interaction Between Autism Spectrum Disorder and Sex

Andrei Irimia
Xiaoyu Lei
Carinna M. Torgerson
Zachary J. Jacokes
Sumiko Abe
John D. Van Horn

doi 10.3389/fncom.2018.00093

4,052 views
24 citations

ORIGINAL RESEARCH

Published on 11 Sep 2018

Automatic Segmentation of Corpus Callosum in Midsagittal Based on Bayesian Inference Consisting of Sparse Representation Error and Multi-Atlas Voting

Gilsoon Park
Kichang Kwak
Sang Won Seo
Jong-Min Lee

doi 10.3389/fnins.2018.00629

4,473 views
13 citations

METHODS

Published on 29 Jun 2018

Random Forests Based Group Importance Scores and Their Statistical Interpretation: Application for Alzheimer's Disease

Marie Wehenkel
Antonio Sutera
Christine Bastin
Pierre Geurts
Christophe Phillips

doi 10.3389/fnins.2018.00411

5,152 views
19 citations

ORIGINAL RESEARCH

Published on 23 Apr 2018

Distinguishing Adolescents With Conduct Disorder From Typically Developing Youngsters Based on Pattern Classification of Brain Structural MRI

Jianing Zhang
Weixiang Liu
Jing Zhang
Qiong Wu
Yidian Gao
Yali Jiang
Junling Gao
Shuqiao Yao
Bingsheng Huang

doi 10.3389/fnhum.2018.00152

6,431 views
28 citations

ORIGINAL RESEARCH

Published on 19 Feb 2018

Multivariate Classification of Major Depressive Disorder Using the Effective Connectivity and Functional Connectivity

Xiangfei Geng
Junhai Xu
Baolin Liu
Yonggang Shi

doi 10.3389/fnins.2018.00038

6,592 views
59 citations

ORIGINAL RESEARCH

Published on 19 Dec 2017

Aberrant Functional Network Connectivity as a Biomarker of Generalized Anxiety Disorder

Jianping Qiao
Anning Li
Chongfeng Cao
Zhishun Wang
Jiande Sun
Guangrun Xu

doi 10.3389/fnhum.2017.00626

8,140 views
64 citations

ORIGINAL RESEARCH

Published on 01 Dec 2017

Alzheimer Classification Using a Minimum Spanning Tree of High-Order Functional Network on fMRI Dataset

Hao Guo
Lei Liu
Junjie Chen
Yong Xu
Xiang Jie

doi 10.3389/fnins.2017.00639

5,658 views
38 citations

ORIGINAL RESEARCH

Published on 21 Nov 2017

Machine Learning Classification Combining Multiple Features of A Hyper-Network of fMRI Data in Alzheimer's Disease

Hao Guo
Fan Zhang
Junjie Chen
Yong Xu
Jie Xiang

doi 10.3389/fnins.2017.00615

12,446 views
51 citations

ORIGINAL RESEARCH

Published on 13 Oct 2017

An Effective Method to Identify Adolescent Generalized Anxiety Disorder by Temporal Features of Dynamic Functional Connectivity

Zhijun Yao
Mei Liao
Tao Hu
Zhe Zhang
Yu Zhao
Fang Zheng
Jürg Gutknecht
Dennis Majoe
Bin Hu
Lingjiang Li

doi 10.3389/fnhum.2017.00492

4,470 views
27 citations

ORIGINAL RESEARCH

Published on 03 Oct 2017

The Utility of a Computerized Algorithm Based on a Multi-Domain Profile of Measures for the Diagnosis of Attention Deficit/Hyperactivity Disorder

Alessandro Crippa
Christian Salvatore
Erika Molteni
Maddalena Mauri
Antonio Salandi
Sara Trabattoni
Carlo Agostoni
Massimo Molteni
Maria Nobile
Isabella Castiglioni

doi 10.3389/fpsyt.2017.00189

3,599 views
29 citations

ORIGINAL RESEARCH

Published on 08 Sep 2017

Multi-Kernel Learning with Dartel Improves Combined MRI-PET Classification of Alzheimer’s Disease in AIBL Data: Group and Individual Analyses

Vahab Youssofzadeh
Bernadette McGuinness
Liam P. Maguire
KongFatt Wong-Lin

doi 10.3389/fnhum.2017.00380

5,370 views
46 citations

CORRECTION

Published on 08 Sep 2017

Corrigendum: Multi-Kernel Learning with Dartel Improves Combined MRI-PET Classification of Alzheimer's Disease in AIBL Data: Group and Individual Analyses

Vahab Youssofzadeh
Bernadette McGuinness
Liam P. Maguire
KongFatt Wong-Lin

doi 10.3389/fnhum.2017.00457

1,101 views
2 citations

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Frontiers in Computational Neuroscience

Participating Journals

Frontiers in Human Neuroscience
- 2.4 impact factor
- 4.7 citescore
Frontiers in Neuroimaging
- Brain Imaging Methods
Frontiers in Neuroscience
- Brain Imaging Methods
- Neurodegeneration
- 3.2 impact factor
- 6.2 citescore
Frontiers in Psychiatry
- Child and Adolescent Psychiatry
- 3.2 impact factor
- 6.2 citescore

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Machine Learning in Imaging Neurodevelopment and Neurodegeneration

Articles

Support Vector Machines, Multidimensional Scaling and Magnetic Resonance Imaging Reveal Structural Brain Abnormalities Associated With the Interaction Between Autism Spectrum Disorder and Sex

Automatic Segmentation of Corpus Callosum in Midsagittal Based on Bayesian Inference Consisting of Sparse Representation Error and Multi-Atlas Voting

Random Forests Based Group Importance Scores and Their Statistical Interpretation: Application for Alzheimer's Disease

Distinguishing Adolescents With Conduct Disorder From Typically Developing Youngsters Based on Pattern Classification of Brain Structural MRI

Multivariate Classification of Major Depressive Disorder Using the Effective Connectivity and Functional Connectivity

Aberrant Functional Network Connectivity as a Biomarker of Generalized Anxiety Disorder

Alzheimer Classification Using a Minimum Spanning Tree of High-Order Functional Network on fMRI Dataset

Machine Learning Classification Combining Multiple Features of A Hyper-Network of fMRI Data in Alzheimer's Disease

An Effective Method to Identify Adolescent Generalized Anxiety Disorder by Temporal Features of Dynamic Functional Connectivity

The Utility of a Computerized Algorithm Based on a Multi-Domain Profile of Measures for the Diagnosis of Attention Deficit/Hyperactivity Disorder

Multi-Kernel Learning with Dartel Improves Combined MRI-PET Classification of Alzheimer’s Disease in AIBL Data: Group and Individual Analyses

Corrigendum: Multi-Kernel Learning with Dartel Improves Combined MRI-PET Classification of Alzheimer's Disease in AIBL Data: Group and Individual Analyses

Frontiers in Computational Neuroscience

Participating Journals

Frontiers in Human Neuroscience

Brain Imaging and Stimulation

Cognitive Neuroscience

Human Neuroscience Archive

Frontiers in Neuroimaging

Brain Imaging Methods

Frontiers in Neuroscience

Brain Imaging Methods

Neurodegeneration

Frontiers in Psychiatry

Child and Adolescent Psychiatry

Articles

Support Vector Machines, Multidimensional Scaling and Magnetic Resonance Imaging Reveal Structural Brain Abnormalities Associated With the Interaction Between Autism Spectrum Disorder and Sex

Automatic Segmentation of Corpus Callosum in Midsagittal Based on Bayesian Inference Consisting of Sparse Representation Error and Multi-Atlas Voting

Random Forests Based Group Importance Scores and Their Statistical Interpretation: Application for Alzheimer's Disease

Distinguishing Adolescents With Conduct Disorder From Typically Developing Youngsters Based on Pattern Classification of Brain Structural MRI

Multivariate Classification of Major Depressive Disorder Using the Effective Connectivity and Functional Connectivity

Aberrant Functional Network Connectivity as a Biomarker of Generalized Anxiety Disorder

Alzheimer Classification Using a Minimum Spanning Tree of High-Order Functional Network on fMRI Dataset

Machine Learning Classification Combining Multiple Features of A Hyper-Network of fMRI Data in Alzheimer's Disease

An Effective Method to Identify Adolescent Generalized Anxiety Disorder by Temporal Features of Dynamic Functional Connectivity

The Utility of a Computerized Algorithm Based on a Multi-Domain Profile of Measures for the Diagnosis of Attention Deficit/Hyperactivity Disorder

Multi-Kernel Learning with Dartel Improves Combined MRI-PET Classification of Alzheimer’s Disease in AIBL Data: Group and Individual Analyses

Corrigendum: Multi-Kernel Learning with Dartel Improves Combined MRI-PET Classification of Alzheimer's Disease in AIBL Data: Group and Individual Analyses

Frontiers in Computational Neuroscience

Participating Journals

Frontiers in Human Neuroscience

Brain Imaging and Stimulation

Cognitive Neuroscience

Human Neuroscience Archive

Frontiers in Neuroimaging

Brain Imaging Methods

Frontiers in Neuroscience

Brain Imaging Methods

Neurodegeneration

Frontiers in Psychiatry

Child and Adolescent Psychiatry Offline

Child and Adolescent Psychiatry