NeuroImage Encoding and decoding in fMRINaselaris, ThomasKay, Kendrick NNishimoto, ShinjiGallant, Jack L
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Encoding models can reveal and decode neural representations in the visual and semantic domains. However, a thorough understanding of how distributed information in auditory cortices and temporal evolution of music contribute to model performance is stil
L. Encoding and decoding in fMRI. NeuroImage 56, 400–410. https://doi.org/10.1016/j.neuroimage.2010.07.073 (2011). Article PubMed Google Scholar Kriegeskorte, N. Interpreting encoding and decoding models. Curr. Opin. Neurobiol. 55, 167–179 (2019). Article CAS PubMed PubMed Central ...
Therefore, we used a voxel-wise modeling and decoding approach to directly test the hypothesis that low-level visual features are encoded in activity generated during mental imagery of complex scenes. Using fMRI measurements of cortical activity evoked by viewing photographs, we constructed voxel-wise...
arXiv:1104.2805v2 [stat.AP] 25 Jul 2011The Annals of Applied Statistics2011, Vol. 5, No. 2B, 1159–1182DOI: 10.1214/11-AOAS476c Institute of Mathematical Statistics, 2011ENCODING AND DECODING V1 FMRI RESPONSES TONATURAL IMAGES WITH SPARSE NONPARAMETRIC MODELSBy Vincent Q. Vu1, Pradeep Raviku...
and extrinsic stimuli. Second, they can be used as a basis for solving the so-called neural decoding problems. Neural decoding can be thought of as a dual to neural encoding, where the parameters of the underlying neuronal models are assumed to be fixed, and the observations are used to ...
maximum for brain areas such as the precuneus and higher auditory cortex.These results suggest that increasing scale in both models and data will yield incredibly effective models of language processing in the brain, enabling better scientific understanding as well as applications such as decodin...
In multivariate fMRI data analysis, a trial-wise GLM is sometimes used to obtain trial-wise response amplitudes on which decoding analyses are then performed (see Section 2.3). We use a mapping between the trial-wise and the standard GLM (see Section 2.4) and derive the full trial-by-trial...
Broome, Bede M., Vivek Jayaraman, and Gilles Laurent. "Encoding and decoding of overlapping odor sequences." Neuron 51.4 (2006): 467-482. (Year: 2006) Uchida, Naoshige, Cindy Poo, and Rafi Haddad. "Coding and transformations in the olfactory system." Annual review of neuroscience 37.1 ...