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Everything about Neural decoding
Hypothetical reconstruction of information from the brain
Neural decoding is a neuroscience field concerned with the hypothetical reconstruction of sensory and other stimuli from information that has already been encoded and represented in the brain by networks of neurons. Reconstruction refers to the ability of the researcher to predict what sensory stimuli the subject is receiving based purely on neuron action potentials. Therefore, the main goal of neural decoding is to characterize how the electrical activity of neurons elicit activity and responses in the brain. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Neural decodingA 5-minute orientation
- Skim a recent paper: Visual Representations: Insights from Neural DecodingInfluential work since 2022
- Pick up a classic book: A Discriminative Approach to Bayesian Filtering with Applications to Human Neural DecodingThe most-reprinted book on the subject
- Read the landmark paper: Deep learning with convolutional neural networks for EEG decoding and visualizationCited 3,756 times
- Go sideways: Neural codingA closely related topic
- Go sideways: Sensory neuroscienceA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🏆 Landmark papers (most cited)
Deep learning with convolutional neural networks for EEG decoding and visualization
Machine Learning for Neural Decoding
The neural decoding toolbox
The `Ideal Homunculus': decoding neural population signals
Decoding the neural representation of affective states
Decoding neuronal firing and modelling neural networks
Decoding cognition from spontaneous neural activity
Neural Decoding for Intracortical Brain–Computer Interfaces
🆕 Influential since 2022
📚 Books worth reading
A Discriminative Approach to Bayesian Filtering with Applications to Human Neural DecodingMichael Craig Burkhart · 2019
Signal Processing and Machine Learning for Brain-Machine InterfacesMahnaz Arvaneh · 2018
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Neural coding Neural coding (or neural representation) refers to the relationship between a stimulus and its respective neuronal responses, and the signalling relationships…
- Sensory neuroscience Sensory neuroscience is a subfield of neuroscience which explores the anatomy and physiology of neurons that are part of sensory systems such as vision…
- Neural oscillation Neural oscillations, or brainwaves, are rhythmic or repetitive patterns of neural activity in the central nervous system. Neural tissue can generate oscillatory…
- Biological motion perception Biological motion perception is the act of perceiving the fluid unique motion of a biological agent. The phenomenon was first documented by Swedish perceptual…
- Models of neural computation Models of neural computation are attempts to elucidate, in an abstract and mathematical fashion, the core principles that underlie information processing…
- Spiking neural network Spiking neural networks (SNNs) are artificial neural networks (ANN) that mimic natural neural networks. These models leverage timing of discrete spikes…
- H1 neuron The H1 neuron is located in the visual cortex of true flies of the order Diptera and mediates motor responses to visual stimuli. H1 is sensitive to horizontal…
- Neuronal ensemble A neuronal ensemble is a population of nervous system cells (or cultured neurons) involved in a particular neural computation. The concept of neuronal…