Bootstrapping promotes the RSFC‐behavior associations: An application of individual cognitive traits prediction

Connectome-Based Prediction of Cocaine Abstinence

(2019) Sarah W. Yip et al.   AMERICAN JOURNAL OF PSYCHIATRY

Benchmarking functional connectome-based predictive models for resting-state fMRI

(2019) Kamalaker Dadi et al.   NEUROIMAGE

Individual-specific fMRI-Subspaces improve functional connectivity prediction of behavior

(2019) Rajan Kashyap et al.   NEUROIMAGE

General functional connectivity: Shared features of resting-state and task fMRI drive reliable and heritable individual differences in functional brain networks

(2019) Maxwell L. Elliott et al.   NEUROIMAGE

Dissociating individual connectome traits using low-rank learning

(2019) Jian Qin et al.   BRAIN RESEARCH

Resting brain dynamics at different timescales capture distinct aspects of human behavior

(2019) Raphaël Liégeois et al.   Nature Communications

Global signal regression strengthens association between resting-state functional connectivity and behavior

(2019) Jingwei Li et al.   NEUROIMAGE

Combining multiple connectomes improves predictive modeling of phenotypic measures

(2019) Siyuan Gao et al.   NEUROIMAGE

Quantifying performance of machine learning methods for neuroimaging data

(2019) Lee Jollans et al.   NEUROIMAGE

Ensemble learning with 3D convolutional neural networks for functional connectome-based prediction

(2019) Meenakshi Khosla et al.   NEUROIMAGE

Dynamic functional connectivity analysis reveals improved association between brain networks and eating behaviors compared to static analysis

(2018) Bo-yong Park et al.   BEHAVIOURAL BRAIN RESEARCH

Evaluating the Prediction of Brain Maturity From Functional Connectivity After Motion Artifact Denoising

(2018) Ashley N Nielsen et al.   CEREBRAL CORTEX

Spatial Topography of Individual-Specific Cortical Networks Predicts Human Cognition, Personality, and Emotion

(2018) Ru Kong et al.   CEREBRAL CORTEX

Verbal Creativity Correlates with the Temporal Variability of Brain Networks During the Resting State

(2018) Jiangzhou Sun et al.   CEREBRAL CORTEX

A functional connectivity-based neuromarker of sustained attention generalizes to predict recall in a reading task

(2018) David C. Jangraw et al.   NEUROIMAGE

Connectome-based predictive modeling of attention: Comparing different functional connectivity features and prediction methods across datasets

(2018) Kwangsun Yoo et al.   NEUROIMAGE

The effect of machine learning regression algorithms and sample size on individualized behavioral prediction with functional connectivity features

(2018) Zaixu Cui et al.   NEUROIMAGE

A comprehensive analysis of resting state fMRI measures to classify individual patients with Alzheimer's disease

(2018) Frank de Vos et al.   NEUROIMAGE

Dynamic functional connectivity markers of objective trait mindfulness

(2018) Julian Lim et al.   NEUROIMAGE

Functional Brain Networks Are Dominated by Stable Group and Individual Factors, Not Cognitive or Daily Variation

(2018) Caterina Gratton et al.   NEURON

Robust prediction of individual creative ability from brain functional connectivity

(2018) Roger E. Beaty et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Connectome-based individualized prediction of temperament trait scores

(2018) Rongtao Jiang et al.   NEUROIMAGE

Alternating Diffusion Map Based Fusion of Multimodal Brain Connectivity Networks for IQ Prediction

(2018) Li Xiao et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Using connectome-based predictive modeling to predict individual behavior from brain connectivity

(2017) Xilin Shen et al.   Nature Protocols

Deriving reproducible biomarkers from multi-site resting-state data: An Autism-based example

(2017) Alexandre Abraham et al.   NEUROIMAGE

Multisite reliability of MR-based functional connectivity

(2017) Stephanie Noble et al.   NEUROIMAGE

Predicting brain-age from multimodal imaging data captures cognitive impairment

(2017) Franziskus Liem et al.   NEUROIMAGE

Predicting individualized clinical measures by a generalized prediction framework and multimodal fusion of MRI data

(2017) Xing Meng et al.   NEUROIMAGE

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

(2017) Mohammad R. Arbabshirani et al.   NEUROIMAGE

Precision Functional Mapping of Individual Human Brains

(2017) Evan M. Gordon et al.   NEURON

Parallel Interdigitated Distributed Networks within the Individual Estimated by Intrinsic Functional Connectivity

(2017) Rodrigo M. Braga et al.   NEURON

Characterizing Attention with Predictive Network Models

(2017) M.D. Rosenberg et al.   TRENDS IN COGNITIVE SCIENCES

Categorical variables with many categories are preferentially selected in bootstrap-based model selection procedures for multivariable regression models

(2016) Susanne Rospleszcz et al.   BIOMETRICAL JOURNAL

Test-retest reliability of the default mode network in a multi-centric fMRI study of healthy elderly: Effects of data-driven physiological noise correction techniques

(2016) Rocco Marchitelli et al.   HUMAN BRAIN MAPPING

Bootstrap Enhanced Penalized Regression for Variable Selection with Neuroimaging Data

(2016) Samantha V. Abram et al.   Frontiers in Neuroscience

Prediction of long-term memory scores in MCI based on resting-state fMRI

(2016) Djalel-Eddine Meskaldji et al.   NeuroImage-Clinical

Reliability correction for functional connectivity: Theory and implementation

(2015) Sophia Mueller et al.   HUMAN BRAIN MAPPING

Progress and challenges in probing the human brain

(2015) Russell A. Poldrack et al.   NATURE

Functional connectome fingerprinting: identifying individuals using patterns of brain connectivity

(2015) Emily S Finn et al.   NATURE NEUROSCIENCE

Prediction as a Humanitarian and Pragmatic Contribution from Human Cognitive Neuroscience

(2015) John D.E. Gabrieli et al.   NEURON

Brain Networks and Cognitive Architectures

(2015) Steven E. Petersen et al.   NEURON

Prefrontal cortical regulation of brainwide circuit dynamics and reward-related behavior

(2015) E. A. Ferenczi et al.   SCIENCE

A Bootstrap Based Neyman-Pearson Test for Identifying Variable Importance

(2015) Gregory Ditzler et al.   IEEE Transactions on Neural Networks and Learning Systems

Efficiency of weak brain connections support general cognitive functioning

(2014) Emiliano Santarnecchi et al.   HUMAN BRAIN MAPPING

Resting-state fMRI in the Human Connectome Project

(2013) Stephen M. Smith et al.   NEUROIMAGE

The WU-Minn Human Connectome Project: An overview

(2013) David C. Van Essen et al.   NEUROIMAGE

Capturing the musical brain with Lasso: Dynamic decoding of musical features from fMRI data

(2013) Petri Toiviainen et al.   NEUROIMAGE

On the interpretation of weight vectors of linear models in multivariate neuroimaging

(2013) Stefan Haufe et al.   NEUROIMAGE

Individual Variability in Functional Connectivity Architecture of the Human Brain

(2013) Sophia Mueller et al.   NEURON

Improving standards in brain-behavior correlation analyses

(2012) Guillaume A. Rousselet et al.   Frontiers in Human Neuroscience

Dynamic connectivity regression: Determining state-related changes in brain connectivity

(2012) Ivor Cribben et al.   NEUROIMAGE

Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection

(2011) Felipe Alonso-Atienza et al.   EXPERT SYSTEMS WITH APPLICATIONS

Estimation of functional connectivity in fMRI data using stability selection-based sparse partial correlation with elastic net penalty

(2011) Srikanth Ryali et al.   NEUROIMAGE

Stable feature selection for biomarker discovery

(2010) Zengyou He et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

Evaluating imaging biomarkers for neurodegeneration in pre-symptomatic Huntington's disease using machine learning techniques

(2010) Angela Rizk-Jackson et al.   NEUROIMAGE

Penalized least squares regression methods and applications to neuroimaging

(2010) Florentina Bunea et al.   NEUROIMAGE

Prediction of Individual Brain Maturity Using fMRI

(2010) Nico U. F. Dosenbach et al.   SCIENCE

Reducing variability of crossvalidation for smoothing-parameter choice

(2009) P. Hall et al.   BIOMETRIKA

The developmental cognitive neuroscience of functional connectivity

(2009) Michael C. Stevens   BRAIN AND COGNITION

The sparsity and bias of the Lasso selection in high-dimensional linear regression

(2008) Cun-Hui Zhang et al.   ANNALS OF STATISTICS