Comparison of feature-based and Uniform Manifold Approximation and Projection (UMAP)-based spike sorting for neuron classification.

Comparison of feature-based and Uniform Manifold Approximation and Projection (UMAP)-based spike sorting for neuron classification.

<p><b>(A)</b> High-pass filtering (500 Hz–2 kHz) removes low-frequency noise from extracellular signals. <b>(B)</b> Thresholding the pronounced deflections in the filtered data identifies spikes. <b>(C)</b> Windows around each spike, centered on the trough,...

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מחבר ראשי: Daniel Suárez-Barrera (22676654) (author)
מחברים אחרים: Lucas Bayones (22676657) (author), Norberto Encinas-Rodríguez (22676660) (author), Sergio Parra (22676663) (author), Viktor Monroy (22676666) (author), Sebastián Pujalte (22676669) (author), Bernardo Andrade-Ortega (22676672) (author), Héctor Díaz (22676675) (author), Manuel Alvarez (3468647) (author), Antonio Zainos (22676678) (author), Alessio Franci (143351) (author), Román Rossi-Pool (22676681) (author)
יצא לאור: 2025
נושאים:
Cell Biology
Molecular Biology
Neuroscience
Physiology
Biotechnology
Developmental Biology
Science Policy
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
spike sorting pipelines
spike sorting pipeline
seldom spiking neurons
recorded putative neurons
correctly sorted neurons
clustering algorithms responsible
spike sorting makes
reliable spike sorting
umap drastically increases
data analysis techniques
drastically improve
processed data
experimental data
universal practice
precise explorations
neural recordings
neural code
mathematically grounded
fundamentally motivated
extracellular electrophysiology
enables deeper
crucial step
computational cost
ad hoc
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