2019
DOI: 10.1101/567479
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Decoding mouse behavior to explain single-trial decisions and their relationship with neural activity

Abstract: Models of behavior typically focus on sparse measurements of motor output over long timescales, limiting their ability to explain momentary decisions or neural activity. We developed data-driven models relating experimental variables to videos of behavior. Applied to mouse operant behavior, they revealed behavioral encoding of cognitive variables. Model-based decoding of videos yielded an accurate account of single-trial behavior in terms of the relationship between cognition, motor output and cortical activit… Show more

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Cited by 3 publications
(1 citation statement)
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“…Data were obtained from neurons in layers 2/3 (150-250 µm below the surface) and while the animals were awake. A1 was localized using widefield imaging as described previously 77 .…”
Section: Two-photon Calcium Imagingmentioning
confidence: 99%
“…Data were obtained from neurons in layers 2/3 (150-250 µm below the surface) and while the animals were awake. A1 was localized using widefield imaging as described previously 77 .…”
Section: Two-photon Calcium Imagingmentioning
confidence: 99%