[CSBi-events] Brain Lunch - Monday
Monica L Linden
mlinden at MIT.EDU
Thu Feb 26 09:51:55 EST 2004
Monday March 1, 2004
Noon E25-401
Gabriel Kreiman
Reading out information from the macaque inferior temporal cortex
Poggio Lab
Primates have an extraordinary capacity to visually recognize objects. This
ability depends on the function of the inferior temporal (IT) cortex in the
macaque brain. Neurons in inferior temporal cortex are selective for
complex stimuli including faces and objects. How well can we decode the
activity in IT to be able to interpret which visual stimuli were presented
to the monkey? In collaboration with Chou Hung in Jim DiCarlo?s lab, we are
recording neuronal activity while a monkey is presented with a set of 78
different visual stimuli. We are focusing on three different sources of
neuronal activity multi-unit activity (MUA) from single electrodes,
single-unit activity (SUA) and local field potentials (LFP). The neuronal
activity is fed to a classifier (Fisher linear discriminant of Support
Vector Machine) to learn the mapping from neuronal responses to visual
stimuli. We will describe the algorithms used to predict the stimuli based
on the neuronal activity and their dependency on different possible inputs
to the classifiers. We will report how the performance of the classifier
depends on the type of input (MUA, LFP), on the time interval, on the
timing of spikes and on the number of recording sites (assuming
independence). This work is a collaboration between Alec Shkolnik, Chou
Hung, Gabriel Kreiman, Jim DiCarlo and Tommy Poggio.
Pizza will be served!
All faculty, postdocs and students are invited to attend.
Interested in giving a Brain Lunch talk? Dates still available for this
semester. Send me an email - ASAP
For questions about Brain Lunch, contact Monica Linden ( mlinden at mit.edu ).
See you on Monday,
Monica Linden
Brain Lunch Coordinator
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