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Feature dimensionality reduction: a review
W Jia, M Sun, J Lian, S Hou - Complex & Intelligent Systems, 2022 - Springer
As basic research, it has also received increasing attention from people that the “curse of
dimensionality” will lead to increase the cost of data storage and computing; it also …
dimensionality” will lead to increase the cost of data storage and computing; it also …
[HTML][HTML] Information decomposition and the informational architecture of the brain
To explain how the brain orchestrates information-processing for cognition, we must
understand information itself. Importantly, information is not a monolithic entity. Information …
understand information itself. Importantly, information is not a monolithic entity. Information …
Biomimetic computer-to-brain communication enhancing naturalistic touch sensations via peripheral nerve stimulation
Artificial communication with the brain through peripheral nerve stimulation shows promising
results in individuals with sensorimotor deficits. However, these efforts lack an intuitive and …
results in individuals with sensorimotor deficits. However, these efforts lack an intuitive and …
Neural tuning and representational geometry
A central goal of neuroscience is to understand the representations formed by brain activity
patterns and their connection to behaviour. The classic approach is to investigate how …
patterns and their connection to behaviour. The classic approach is to investigate how …
An electrophysiological marker of arousal level in humans
Deep non-rapid eye movement sleep (NREM) and general anesthesia with propofol are
prominent states of reduced arousal linked to the occurrence of synchronized oscillations in …
prominent states of reduced arousal linked to the occurrence of synchronized oscillations in …
Dimensionality reduction for large-scale neural recordings
Most sensory, cognitive and motor functions depend on the interactions of many neurons. In
recent years, there has been rapid development and increasing use of technologies for …
recent years, there has been rapid development and increasing use of technologies for …
Distinct timescales of population coding across cortex
The cortex represents information across widely varying timescales,,,,. For instance, sensory
cortex encodes stimuli that fluctuate over few tens of milliseconds,, whereas in association …
cortex encodes stimuli that fluctuate over few tens of milliseconds,, whereas in association …
Exceeding chance level by chance: The caveat of theoretical chance levels in brain signal classification and statistical assessment of decoding accuracy
Abstract Machine learning techniques are increasingly used in neuroscience to classify
brain signals. Decoding performance is reflected by how much the classification results …
brain signals. Decoding performance is reflected by how much the classification results …
Characterizing the dynamics of mental representations: the temporal generalization method
Parsing a cognitive task into a sequence of operations is a central problem in cognitive
neuroscience. We argue that a major advance is now possible owing to the application of …
neuroscience. We argue that a major advance is now possible owing to the application of …
[HTML][HTML] Braincog: A spiking neural network based, brain-inspired cognitive intelligence engine for brain-inspired ai and brain simulation
Spiking neural networks (SNNs) serve as a promising computational framework for
integrating insights from the brain into artificial intelligence (AI). Existing software …
integrating insights from the brain into artificial intelligence (AI). Existing software …