Representational geometry: integrating cognition, computation, and the brain

N Kriegeskorte, RA Kievit - Trends in cognitive sciences, 2013 - cell.com
The cognitive concept of representation plays a key role in theories of brain information
processing. However, linking neuronal activity to representational content and cognitive …

Decoding neural representational spaces using multivariate pattern analysis

JV Haxby, AC Connolly… - Annual review of …, 2014 - annualreviews.org
A major challenge for systems neuroscience is to break the neural code. Computational
algorithms for encoding information into neural activity and extracting information from …

A task-optimized neural network replicates human auditory behavior, predicts brain responses, and reveals a cortical processing hierarchy

AJE Kell, DLK Yamins, EN Shook… - Neuron, 2018 - cell.com
A core goal of auditory neuroscience is to build quantitative models that predict cortical
responses to natural sounds. Reasoning that a complete model of auditory cortex must solve …

Intermediate acoustic-to-semantic representations link behavioral and neural responses to natural sounds

BL Giordano, M Esposito, G Valente… - Nature …, 2023 - nature.com
Recognizing sounds implicates the cerebral transformation of input waveforms into semantic
representations. Although past research identified the superior temporal gyrus (STG) as a …

Distinct cortical pathways for music and speech revealed by hypothesis-free voxel decomposition

S Norman-Haignere, NG Kanwisher, JH McDermott - neuron, 2015 - cell.com
The organization of human auditory cortex remains unresolved, due in part to the small
stimulus sets common to fMRI studies and the overlap of neural populations within voxels …

Selective cortical representation of attended speaker in multi-talker speech perception

N Mesgarani, EF Chang - Nature, 2012 - nature.com
Humans possess a remarkable ability to attend to a single speaker's voice in a multi-talker
background,,. How the auditory system manages to extract intelligible speech under such …

The what, where and how of auditory-object perception

JK Bizley, YE Cohen - Nature Reviews Neuroscience, 2013 - nature.com
The fundamental perceptual unit in hearing is the'auditory object'. Similar to visual objects,
auditory objects are the computational result of the auditory system's capacity to detect …

Cortical representation of natural complex sounds: effects of acoustic features and auditory object category

AM Leaver, JP Rauschecker - Journal of neuroscience, 2010 - Soc Neuroscience
How the brain processes complex sounds, like voices or musical instrument sounds, is
currently not well understood. The features comprising the acoustic profiles of such sounds …

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

F De Martino, G Valente, N Staeren, J Ashburner… - Neuroimage, 2008 - Elsevier
In functional brain mapping, pattern recognition methods allow detecting multivoxel patterns
of brain activation which are informative with respect to a subject's perceptual or cognitive …

Processing of natural sounds in human auditory cortex: tonotopy, spectral tuning, and relation to voice sensitivity

M Moerel, F De Martino, E Formisano - Journal of Neuroscience, 2012 - Soc Neuroscience
Auditory cortical processing of complex meaningful sounds entails the transformation of
sensory (tonotopic) representations of incoming acoustic waveforms into higher-level sound …