Representational models: A common framework for understanding encoding, pattern-component, and representational-similarity analysis

Natural speech reveals the semantic maps that tile human cerebral cortex

(2016) Alexander G. Huth et al.   NATURE

Explicit information for category-orthogonal object properties increases along the ventral stream

(2016) Ha Hong et al.   NATURE NEUROSCIENCE

Perceptual similarity of visual patterns predicts dynamic neural activation patterns measured with MEG

(2016) Susan G. Wardle et al.   NEUROIMAGE

Reliability of dissimilarity measures for multi-voxel pattern analysis

(2016) Alexander Walther et al.   NEUROIMAGE

Visual features as stepping stones toward semantics: Explaining object similarity in IT and perception with non-negative least squares

(2016) Kamila M. Jozwik et al.   NEUROPSYCHOLOGIA

Demixed principal component analysis of neural population data

(2016) Dmitry Kobak et al.   eLife

Hand use predicts the structure of representations in sensorimotor cortex

(2015) Naveed Ejaz et al.   NATURE NEUROSCIENCE

Distinct Cortical Pathways for Music and Speech Revealed by Hypothesis-Free Voxel Decomposition

(2015) Sam Norman-Haignere et al.   NEURON

The Neural Code for Face Orientation in the Human Fusiform Face Area

(2014) F. M. Ramirez et al.   JOURNAL OF NEUROSCIENCE

Resolving human object recognition in space and time

(2014) Radoslaw Martin Cichy et al.   NATURE NEUROSCIENCE

A Toolbox for Representational Similarity Analysis

(2014) Hamed Nili et al.   PLoS Computational Biology

Deep Supervised, but Not Unsupervised, Models May Explain IT Cortical Representation

(2014) Seyed-Mahdi Khaligh-Razavi et al.   PLoS Computational Biology

Representational dynamics of object vision: The first 1000 ms

(2013) T. Carlson et al.   JOURNAL OF VISION

Representational geometry: integrating cognition, computation, and the brain

(2013) Nikolaus Kriegeskorte et al.   TRENDS IN COGNITIVE SCIENCES

How Does the Brain Solve Visual Object Recognition?

(2012) James J. DiCarlo et al.   NEURON

How advances in neural recording affect data analysis

(2011) Ian H Stevenson et al.   NATURE NEUROSCIENCE

Comparing the similarity and spatial structure of neural representations: A pattern-component model

(2011) Jörn Diedrichsen et al.   NEUROIMAGE

Pattern-information analysis: From stimulus decoding to computational-model testing

(2011) Nikolaus Kriegeskorte   NEUROIMAGE

Comparison of multivariate classifiers and response normalizations for pattern-information fMRI

(2010) Masaya Misaki et al.   NEUROIMAGE

A comparison of volume-based and surface-based multi-voxel pattern analysis

(2010) Nikolaas N. Oosterhof et al.   NEUROIMAGE

Encoding and decoding in fMRI

(2010) Thomas Naselaris et al.   NEUROIMAGE

Modeling and analysis of mechanisms underlying fMRI-based decoding of information conveyed in cortical columns

(2010) Denis Chaimow et al.   NEUROIMAGE

Gaussian-Process Factor Analysis for Low-Dimensional Single-Trial Analysis of Neural Population Activity

(2009) Byron M. Yu et al.   JOURNAL OF NEUROPHYSIOLOGY

How does an fMRI voxel sample the neuronal activity pattern: Compact-kernel or complex spatiotemporal filter?

(2009) Nikolaus Kriegeskorte et al.   NEUROIMAGE

Identifying natural images from human brain activity

(2008) Kendrick N. Kay et al.   NATURE

Machine learning classifiers and fMRI: A tutorial overview

(2008) Francisco Pereira et al.   NEUROIMAGE

Matching Categorical Object Representations in Inferior Temporal Cortex of Man and Monkey

(2008) Nikolaus Kriegeskorte et al.   NEURON

Predicting Human Brain Activity Associated with the Meanings of Nouns

(2008) T. M. Mitchell et al.   SCIENCE

The statistics of natural hand movements

(2008) James N. Ingram et al.   EXPERIMENTAL BRAIN RESEARCH

Bayesian decoding of brain images

(2007) Karl Friston et al.   NEUROIMAGE

Population receptive field estimates in human visual cortex

(2007) Serge O. Dumoulin et al.   NEUROIMAGE