ArticleFrontiers in neural circuits2019
A Comparison of Neural Decoding Methods and Population Coding Across Thalamo-Cortical Head Direction Cells.
Article in Frontiers in neural circuits, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Months-long stability of the head-direction system.Nature · 2026Article
- Neurodatascience: Past, Present, and Future.Data science in science · 2026Article
- Mechanistic research on the vestibular-hippocampal pathway in neurodegenerative diseases: an integrative perspective from molecular to behavioral levels.Frontiers in neuroscience · 2026Review
- Encoding of interdependent features of head direction and angular head velocity in navigation.PNAS nexus · 2025Article
- A Hippocampal-Parietal Network for Reference Frame Coordination.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Depth-based statistical analysis in the spike train space.Journal of applied statistics · 2025Article
- A topological deep learning framework for neural spike decoding.Biophysical journal · 2024Article
- Comparison of head direction cell firing characteristics across thalamo-parahippocampal circuitry.Hippocampus · 2024Article
- Similar neural states, but dissimilar decoding patterns for motor control in parietal cortex.Network neuroscience (Cambridge, Mass.) · 2024Article
- Article
- Neural Decoders Using Reinforcement Learning in Brain Machine Interfaces: A Technical Review.Frontiers in systems neuroscience · 2022Review
- The Neuroscience of Spatial Navigation and the Relationship to Artificial Intelligence.Frontiers in computational neuroscience · 2020Review
Corrections and comments
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Authors and funding
12 authors.
Funding
Abstract
Head direction (HD) cells, which fire action potentials whenever an animal points its head in a particular direction, are thought to subserve the animal's sense of spatial orientation. HD cells are found prominently in several thalamo-cortical regions including anterior thalamic nuclei, postsubiculum, medial entorhinal cortex, parasubiculum, and the parietal cortex. While a number of methods in neural decoding have been developed to assess the dynamics of spatial signals within thalamo-cortical regions, studies conducting a quantitative comparison of machine learning and statistical model-based decoding methods on HD cell activity are currently lacking. Here, we compare statistical model-based and machine learning approaches by assessing decoding accuracy and evaluate variables that contribute to population coding across thalamo-cortical HD cells.
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Registered trials
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