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 …
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 …
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
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 …
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
Recognizing sounds implicates the cerebral transformation of input waveforms into semantic
representations. Although past research identified the superior temporal gyrus (STG) as a …
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 …
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 …
background,,. How the auditory system manages to extract intelligible speech under such …
The what, where and how of auditory-object perception
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 …
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 …
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
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 …
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
Auditory cortical processing of complex meaningful sounds entails the transformation of
sensory (tonotopic) representations of incoming acoustic waveforms into higher-level sound …
sensory (tonotopic) representations of incoming acoustic waveforms into higher-level sound …