How Linear Are Auditory Cortical Responses?
Abstract
By comparison to some other sensory cortices, the functional proper- ties of cells in the primary auditory cortex are not yet well understood. Recent attempts to obtain a generalized description of auditory cortical responses have often relied upon characterization of the spectrotempo- ral receptive field (STRF), which amounts to a model of the stimulus- response function (SRF) that is linear in the spectrogram of the stimulus. How well can such a model account for neural responses at the very first stages of auditory cortical processing? To answer this question, we de- velop a novel methodology for evaluating the fraction of stimulus-related response power in a population that can be captured by a given type of SRF model. We use this technique to show that, in the thalamo-recipient layers of primary auditory cortex, STRF models account for no more than 40% of the stimulus-related power in neural responses.
Cite
Text
Sahani and Linden. "How Linear Are Auditory Cortical Responses?." Neural Information Processing Systems, 2002.Markdown
[Sahani and Linden. "How Linear Are Auditory Cortical Responses?." Neural Information Processing Systems, 2002.](https://mlanthology.org/neurips/2002/sahani2002neurips-linear/)BibTeX
@inproceedings{sahani2002neurips-linear,
title = {{How Linear Are Auditory Cortical Responses?}},
author = {Sahani, Maneesh and Linden, Jennifer F.},
booktitle = {Neural Information Processing Systems},
year = {2002},
pages = {125-132},
url = {https://mlanthology.org/neurips/2002/sahani2002neurips-linear/}
}