Application of advanced machine learning methods on resting-state fMRI network for identification of mild cognitive impairment and Alzheimer’s disease
出版年份 2015 全文链接
标题
Application of advanced machine learning methods on resting-state fMRI network for identification of mild cognitive impairment and Alzheimer’s disease
作者
关键词
Resting-state functional magnetic resonance imaging (rs-fMRI), Alzheimer’s disease (AD), Mild cognitive impairment (MCI), Graph theory, Machine learning, Support vector machine (SVM)
出版物
Brain Imaging and Behavior
Volume 10, Issue 3, Pages 799-817
出版商
Springer Nature
发表日期
2015-09-12
DOI
10.1007/s11682-015-9448-7
参考文献
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- Deep sparse multi-task learning for feature selection in Alzheimer’s disease diagnosis
- (2015) Heung-Il Suk et al. Brain Structure & Function
- Identifying patients with Alzheimer’s disease using resting-state fMRI and graph theory
- (2015) Ali Khazaee et al. CLINICAL NEUROPHYSIOLOGY
- Domain Transfer Learning for MCI Conversion Prediction
- (2015) Bo Cheng et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Gaussian process classification of Alzheimer's disease and mild cognitive impairment from resting-state fMRI
- (2015) Edward Challis et al. NEUROIMAGE
- Characteristics of the default mode functional connectivity in normal ageing and Alzheimer's disease using resting state fMRI with a combined approach of entropy-based and graph theoretical measurements
- (2014) Paule-Joanne Toussaint et al. NEUROIMAGE
- The age-related posterior-anterior shift as revealed by voxelwise analysis of functional brain networks
- (2014) Paul McCarthy et al. Frontiers in Aging Neuroscience
- Abnormal Functional Resting-State Networks in ADHD: Graph Theory and Pattern Recognition Analysis of fMRI Data
- (2014) Anderson dos Santos Siqueira et al. Biomed Research International
- Resting State Functional Connectivity in Preclinical Alzheimer’s Disease
- (2013) Yvette I. Sheline et al. BIOLOGICAL PSYCHIATRY
- Latent feature representation with stacked auto-encoder for AD/MCI diagnosis
- (2013) Heung-Il Suk et al. Brain Structure & Function
- Decreased small-world functional network connectivity and clustering across resting state networks in schizophrenia: an fMRI classification tutorial
- (2013) Ariana Anderson et al. Frontiers in Human Neuroscience
- Topological graph kernel on multiple thresholded functional connectivity networks for mild cognitive impairment classification
- (2013) Biao Jie et al. HUMAN BRAIN MAPPING
- Brain network alterations in Alzheimer's disease measured by Eigenvector centrality in fMRI are related to cognition and CSF biomarkers
- (2013) Maja A.A. Binnewijzend et al. HUMAN BRAIN MAPPING
- A comparison of three brain atlases for MCI prediction
- (2013) Kenichi Ota et al. JOURNAL OF NEUROSCIENCE METHODS
- Alzheimer's disease: connecting findings from graph theoretical studies of brain networks
- (2013) Betty M. Tijms et al. NEUROBIOLOGY OF AGING
- Functional connectivity and graph theory in preclinical Alzheimer's disease
- (2013) Matthew R. Brier et al. NEUROBIOLOGY OF AGING
- Combining Classification with fMRI-Derived Complex Network Measures for Potential Neurodiagnostics
- (2013) Tomer Fekete et al. PLoS One
- Exploring the Functional Brain Network of Alzheimer’s Disease: Based on the Computational Experiment
- (2013) YaPeng Li et al. PLoS One
- Network hubs in the human brain
- (2013) Martijn P. van den Heuvel et al. TRENDS IN COGNITIVE SCIENCES
- Disrupted Functional Brain Connectome in Individuals at Risk for Alzheimer's Disease
- (2012) Jinhui Wang et al. BIOLOGICAL PSYCHIATRY
- Disrupted Small-World Brain Networks in Moderate Alzheimer's Disease: A Resting-State fMRI Study
- (2012) Xiaohu Zhao et al. PLoS One
- Neuronal dysfunction and disconnection of cortical hubs in non-demented subjects with elevated amyloid burden
- (2011) Alexander Drzezga et al. BRAIN
- Decoding Subject-Driven Cognitive States with Whole-Brain Connectivity Patterns
- (2011) W. R. Shirer et al. CEREBRAL CORTEX
- Changes in thalamus connectivity in mild cognitive impairment: Evidence from resting state fMRI
- (2011) Zhiqun Wang et al. EUROPEAN JOURNAL OF RADIOLOGY
- Epidemiology of Alzheimer disease
- (2011) Christiane Reitz et al. Nature Reviews Neurology
- Weight-conserving characterization of complex functional brain networks
- (2011) Mikail Rubinov et al. NEUROIMAGE
- Altered spontaneous activity in Alzheimer's disease and mild cognitive impairment revealed by Regional Homogeneity
- (2011) Zengqiang Zhang et al. NEUROIMAGE
- Identification of MCI individuals using structural and functional connectivity networks
- (2011) Chong-Yaw Wee et al. NEUROIMAGE
- Amyloid PET imaging in patients with mild cognitive impairment: A 2-year follow-up study
- (2011) J. Koivunen et al. NEUROLOGY
- Functional Network Organization of the Human Brain
- (2011) Jonathan D. Power et al. NEURON
- Abnormal whole-brain functional connection in amnestic mild cognitive impairment patients
- (2010) Feng Bai et al. BEHAVIOURAL BRAIN RESEARCH
- Diffusion Tensor Tractography Reveals Abnormal Topological Organization in Structural Cortical Networks in Alzheimer's Disease
- (2010) C.-Y. Lo et al. JOURNAL OF NEUROSCIENCE
- 3D maps localize caudate nucleus atrophy in 400 Alzheimer’s disease, mild cognitive impairment, and healthy elderly subjects
- (2010) S.K. Madsen et al. NEUROBIOLOGY OF AGING
- Prediction of MCI to AD conversion, via MRI, CSF biomarkers, and pattern classification
- (2010) Christos Davatzikos et al. NEUROBIOLOGY OF AGING
- Diagnostic power of default mode network resting state fMRI in the detection of Alzheimer's disease
- (2010) Walter Koch et al. NEUROBIOLOGY OF AGING
- Network-based statistic: Identifying differences in brain networks
- (2010) Andrew Zalesky et al. NEUROIMAGE
- Functional Alterations in Memory Networks in Early Alzheimer’s Disease
- (2010) Reisa A. Sperling et al. NEUROMOLECULAR MEDICINE
- A Parcellation Scheme for Human Left Lateral Parietal Cortex
- (2010) Steven M. Nelson et al. NEURON
- Loss of ‘Small-World’ Networks in Alzheimer's Disease: Graph Analysis of fMRI Resting-State Functional Connectivity
- (2010) Ernesto J. Sanz-Arigita et al. PLoS One
- Edge direction and the structure of networks
- (2010) J. G. Foster et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Network Properties Revealed through Matrix Functions
- (2010) Ernesto Estrada et al. SIAM REVIEW
- PageRank
- (2009) Paolo Boldi et al. ACM TRANSACTIONS ON INFORMATION SYSTEMS
- Cortical Hubs Revealed by Intrinsic Functional Connectivity: Mapping, Assessment of Stability, and Relation to Alzheimer's Disease
- (2009) R. L. Buckner et al. JOURNAL OF NEUROSCIENCE
- Complex brain networks: graph theoretical analysis of structural and functional systems
- (2009) Ed Bullmore et al. NATURE REVIEWS NEUROSCIENCE
- Complex network measures of brain connectivity: Uses and interpretations
- (2009) Mikail Rubinov et al. NEUROIMAGE
- Amyloid Deposition Is Associated with Impaired Default Network Function in Older Persons without Dementia
- (2009) Reisa A. Sperling et al. NEURON
- Cognitive fitness of cost-efficient brain functional networks
- (2009) Danielle S. Bassett et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Impaired Medial Temporal Repetition Suppression is Related to Failure of Parietal Deactivation in Alzheimer Disease
- (2008) Maija Pihlajamäki et al. AMERICAN JOURNAL OF GERIATRIC PSYCHIATRY
- The Brain's Default Network
- (2008) Randy L. Buckner et al. Annals of the New York Academy of Sciences
- The Alzheimer's disease neuroimaging initiative (ADNI): MRI methods
- (2008) Clifford R. Jack et al. JOURNAL OF MAGNETIC RESONANCE IMAGING
- Hierarchical Organization of Human Cortical Networks in Health and Schizophrenia
- (2008) D. S. Bassett et al. JOURNAL OF NEUROSCIENCE
- Structural Insights into Aberrant Topological Patterns of Large-Scale Cortical Networks in Alzheimer's Disease
- (2008) Y. He et al. JOURNAL OF NEUROSCIENCE
- Defining functional areas in individual human brains using resting functional connectivity MRI
- (2008) Alexander L. Cohen et al. NEUROIMAGE
- Default-mode network activity distinguishes amnestic type mild cognitive impairment from healthy aging: A combined structural and resting-state functional MRI study
- (2008) Feng Bai et al. NEUROSCIENCE LETTERS
- Network ‘Small-World-Ness’: A Quantitative Method for Determining Canonical Network Equivalence
- (2008) Mark D. Humphries et al. PLoS One
- Age-related memory impairment associated with loss of parietal deactivation but preserved hippocampal activation
- (2008) S. L. Miller et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- Mapping the Structural Core of Human Cerebral Cortex
- (2008) Patric Hagmann et al. PLOS BIOLOGY
- Network Analysis of Intrinsic Functional Brain Connectivity in Alzheimer's Disease
- (2008) Kaustubh Supekar et al. PLoS Computational Biology
- Competition between functional brain networks mediates behavioral variability
- (2007) A.M. Clare Kelly et al. NEUROIMAGE
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