Compressed sensing, sparsity, and dimensionality in neuronal information processing and data analysis
S Ganguli, H Sompolinsky - Annual review of neuroscience, 2012 - annualreviews.org
The curse of dimensionality poses severe challenges to both technical and conceptual
progress in neuroscience. In particular, it plagues our ability to acquire, process, and model
high-dimensional data sets. Moreover, neural systems must cope with the challenge of
processing data in high dimensions to learn and operate successfully within a complex
world. We review recent mathematical advances that provide ways to combat dimensionality
in specific situations. These advances shed light on two dual questions in neuroscience …
progress in neuroscience. In particular, it plagues our ability to acquire, process, and model
high-dimensional data sets. Moreover, neural systems must cope with the challenge of
processing data in high dimensions to learn and operate successfully within a complex
world. We review recent mathematical advances that provide ways to combat dimensionality
in specific situations. These advances shed light on two dual questions in neuroscience …
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