Representation, pattern information, and brain signatures: from neurons to neuroimaging

PA Kragel, L Koban, LF Barrett, TD Wager - Neuron, 2018 - cell.com
Human neuroimaging research has transitioned from map** local effects to develo**
predictive models of mental events that integrate information distributed across multiple …

Extensive sampling for complete models of individual brains

T Naselaris, E Allen, K Kay - Current Opinion in Behavioral Sciences, 2021 - Elsevier
Highlights•Trade-off between sampling individual variation versus experimental
variation.•Different studies have allocated resources differently.•We argue that wide …

[HTML][HTML] Decoding the brain: Neural representation and the limits of multivariate pattern analysis in cognitive neuroscience

JB Ritchie, DM Kaplan, C Klein - The British journal for the …, 2019 - journals.uchicago.edu
Since its introduction, multivariate pattern analysis (MVPA), or 'neural decoding', has
transformed the field of cognitive neuroscience. Underlying its influence is a crucial …

Ghosts in machine learning for cognitive neuroscience: Moving from data to theory

T Carlson, E Goddard, DM Kaplan, C Klein, JB Ritchie - NeuroImage, 2018 - Elsevier
The application of machine learning methods to neuroimaging data has fundamentally
altered the field of cognitive neuroscience. Future progress in understanding brain function …

Stimulus vignetting and orientation selectivity in human visual cortex

ZN Roth, DJ Heeger, EP Merriam - Elife, 2018 - elifesciences.org
Neural selectivity to orientation is one of the simplest and most thoroughly-studied cortical
sensory features. Here, we show that a large body of research that purported to measure …

Natural scene sampling reveals reliable coarse-scale orientation tuning in human V1

ZN Roth, K Kay, EP Merriam - Nature communications, 2022 - nature.com
Orientation selectivity in primate visual cortex is organized into cortical columns. Since
cortical columns are at a finer spatial scale than the sampling resolution of standard BOLD …

Comparing parietal quantity-processing mechanisms between humans and macaques

BM Harvey, S Ferri, GA Orban - Trends in Cognitive Sciences, 2017 - cell.com
Quantity processing studies typically assume functional homology between regions within
macaque and human intraparietal sulcus (IPS), where apparently similar locations respond …

Population models, not analyses, of human neuroscience measurements

JL Gardner, EP Merriam - Annual Review of Vision Science, 2021 - annualreviews.org
Selectivity for many basic properties of visual stimuli, such as orientation, is thought to be
organized at the scale of cortical columns, making it difficult or impossible to measure …

[HTML][HTML] Cortical suppression in human primary visual cortex predicts individual differences in illusory tilt perception

KJ Seymour, T Stein, CWG Clifford… - Journal of vision, 2018 - iovs.arvojournals.org
Neural responses to visual stimuli are modulated by spatial and temporal context. For
example, in primary visual cortex (V1), responses to an oriented target stimulus will be …

A varying role for abstraction in models of category learning constructed from neural representations in early visual cortex

JB Ritchie, H Op de Beeck - Journal of Cognitive Neuroscience, 2019 - direct.mit.edu
The human capacity for visual categorization is core to how we make sense of the visible
world. Although a substantive body of research in cognitive neuroscience has localized this …