Fast, Accurate, and Stable Feature Selection Using Neural Networks

Trial timing and pattern-information analyses of fMRI data

(2017) Dagmar Zeithamova et al.   NEUROIMAGE

Comparison of Feature Selection Techniques in Machine Learning for Anatomical Brain MRI in Dementia

(2016) Jussi Tohka et al.   NEUROINFORMATICS

Discrete Neural Signatures of Basic Emotions

(2015) Heini Saarimäki et al.   CEREBRAL CORTEX

The Decoding Toolbox (TDT): a versatile software package for multivariate analyses of functional imaging data

(2015) Martin N. Hebart et al.   Frontiers in Neuroinformatics

A multi-voxel-activity-based feature selection method for human cognitive states classification by functional magnetic resonance imaging data

(2014) Luu-Ngoc Do et al.   Cluster Computing-The Journal of Networks Software Tools and Applications

Voxel Selection Framework in Multi-Voxel Pattern Analysis of fMRI Data for Prediction of Neural Response to Visual Stimuli

(2014) Chun-An Chou et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Mutual Information between Discrete and Continuous Data Sets

(2014) Brian C. Ross   PLoS One

Machine learning for neuroimaging with scikit-learn

(2014) Alexandre Abraham et al.   Frontiers in Neuroinformatics

Analysis of feature selection stability on high dimension and small sample data

(2013) David Dernoncourt et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A survey on feature selection methods

(2013) Girish Chandrashekar et al.   COMPUTERS & ELECTRICAL ENGINEERING

Balancing the Robustness and Predictive Performance of Biomarkers

(2013) Paul Kirk et al.   JOURNAL OF COMPUTATIONAL BIOLOGY

A review of feature selection methods based on mutual information

(2013) Jorge R. Vergara et al.   NEURAL COMPUTING & APPLICATIONS

The utility of data-driven feature selection: Re: Chu et al. 2012

(2013) Wesley T. Kerr et al.   NEUROIMAGE

A Review of Feature Reduction Techniques in Neuroimaging

(2013) Benson Mwangi et al.   NEUROINFORMATICS

Multivoxel Pattern Analysis for fMRI Data: A Review

(2012) Abdelhak Mahmoudi et al.   Computational and Mathematical Methods in Medicine

A review of feature selection methods on synthetic data

(2012) Verónica Bolón-Canedo et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Classification with correlated features: unreliability of feature ranking and solutions

(2011) Laura Toloşi et al.   BIOINFORMATICS

On Similarity Preserving Feature Selection

(2011) Zheng Zhao et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Neural Evidence for a Distinction between Short-term Memory and the Focus of Attention

(2011) Jarrod A. Lewis-Peacock et al.   JOURNAL OF COGNITIVE NEUROSCIENCE

Does feature selection improve classification accuracy? Impact of sample size and feature selection on classification using anatomical magnetic resonance images

(2011) Carlton Chu et al.   NEUROIMAGE

The Influence of Feature Selection Methods on Accuracy, Stability and Interpretability of Molecular Signatures

(2011) Anne-Claire Haury et al.   PLoS One

Random Subspace Ensembles for fMRI Classification

(2010) L.I. Kuncheva et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Stability of Ranked Gene Lists in Large Microarray Analysis Studies

(2010) Gregor Stiglic et al.   JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Multivoxel Pattern Analysis Reveals Increased Memory Targeting and Reduced Use of Retrieved Details during Single-Agenda Source Monitoring

(2009) S. G. R. McDuff et al.   JOURNAL OF NEUROSCIENCE

Recollection, Familiarity, and Cortical Reinstatement: A Multivoxel Pattern Analysis

(2009) Jeffrey D. Johnson et al.   NEURON

Penalized feature selection and classification in bioinformatics

(2008) S. Ma et al.   BRIEFINGS IN BIOINFORMATICS

Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns

(2008) Federico De Martino et al.   NEUROIMAGE