Multimodal Integration of Brain Images for MRI-Based Diagnosis in Schizophrenia

Shared and differential default-mode related patterns of activity in an autobiographical, a self-referential and an attentional task

(2019) Paola Fuentes-Claramonte et al.   PLoS One

Multimodal Neuroimaging: Basic Concepts and Classification of Neuropsychiatric Diseases

(2018) Emine Elif Tulay et al.   CLINICAL EEG AND NEUROSCIENCE

Bayesian Optimization for Neuroimaging Pre-processing in Brain Age Classification and Prediction

(2018) Jenessa Lancaster et al.   Frontiers in Aging Neuroscience

Multimodal Neuroimaging Feature Learning With Multimodal Stacked Deep Polynomial Networks for Diagnosis of Alzheimer's Disease

(2018) Jun Shi et al.   IEEE Journal of Biomedical and Health Informatics

Accuracy of diagnostic classification algorithms using cognitive-, electrophysiological-, and neuroanatomical data in antipsychotic-naïve schizophrenia patients

(2018) Bjørn H. Ebdrup et al.   PSYCHOLOGICAL MEDICINE

Effects of spatial fMRI resolution on the classification of naturalistic movies

(2017) H. Mandelkow et al.   NEUROIMAGE

Single subject prediction of brain disorders in neuroimaging: Promises and pitfalls

(2017) Mohammad R. Arbabshirani et al.   NEUROIMAGE

Evaluation of machine learning algorithms and structural features for optimal MRI-based diagnostic prediction in psychosis

(2017) Raymond Salvador et al.   PLoS One

Converging Medial Frontal Resting State and Diffusion-Based Abnormalities in Borderline Personality Disorder

(2016) Raymond Salvador et al.   BIOLOGICAL PSYCHIATRY

Non redundant functional brain connectivity in schizophrenia

(2016) Raymond Salvador et al.   Brain Imaging and Behavior

The effect of spatial resolution on decoding accuracy in fMRI multivariate pattern analysis

(2016) Anna Gardumi et al.   NEUROIMAGE

Classifying Schizophrenia Using Multimodal Multivariate Pattern Recognition Analysis: Evaluating the Impact of Individual Clinical Profiles on the Neurodiagnostic Performance

(2016) Carlos Cabral et al.   SCHIZOPHRENIA BULLETIN

Label-aligned multi-task feature learning for multimodal classification of Alzheimer’s disease and mild cognitive impairment

(2015) Chen Zu et al.   Brain Imaging and Behavior

From estimating activation locality to predicting disorder: A review of pattern recognition for neuroimaging-based psychiatric diagnostics

(2015) Thomas Wolfers et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

Classification of first-episode psychosis: a multi-modal multi-feature approach integrating structural and diffusion imaging

(2014) Denis Peruzzo et al.   JOURNAL OF NEURAL TRANSMISSION

Hierarchical feature representation and multimodal fusion with deep learning for AD/MCI diagnosis

(2014) Heung-Il Suk et al.   NEUROIMAGE

Accurate multimodal probabilistic prediction of conversion to Alzheimer's disease in patients with mild cognitive impairment

(2013) Jonathan Young et al.   NeuroImage-Clinical

Machine learning and radiology

(2012) Shijun Wang et al.   MEDICAL IMAGE ANALYSIS

Three-way (N-way) fusion of brain imaging data based on mCCA+jICA and its application to discriminating schizophrenia

(2012) Jing Sui et al.   NEUROIMAGE

Feature-Based Fusion of Medical Imaging Data

(2009) Vince D. Calhoun et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Identifying the brain's most globally connected regions

(2009) Michael W. Cole et al.   NEUROIMAGE