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Published byPriscilla Harper Modified over 9 years ago
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Reverse engineering the brain Prof. Jan Lauwereyns jan@sls.kyushu-uc.ac.jp Advanced Engineering A
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Re-inventing a machine that already exists = Understanding how it works; being able to re-make it and to fix it
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Neural coding and decoding Information e.g., Visual image Brain Activity e.g., Visual neuron Information e.g., Machine vision
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Neural coding and decoding Information e.g., Visual image Brain Activity e.g., Visual neuron Information e.g., Machine vision
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Neural coding and decoding Information e.g., Visual image Brain Activity e.g., Visual neuron Information e.g., Machine vision Studying the relation between events (stimuli, responses) and brain activity
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Neural decoding and decoding Information e.g., Machine vision Brain Activity e.g., Visual neuron
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Neural decoding and decoding Information e.g., Machine vision Brain Activity e.g., Visual neuron Trying to reconstruct events based on the interpretation of brain data
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Neural coding and decoding Information e.g., Visual image Brain Activity e.g., Visual neuron Information e.g., Machine vision
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Complex data…
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Important applications…
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Measuring brain activity Blood flow fMRI
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Measuring brain activity Blood flow fMRI, PET, NIRS
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Measuring brain activity Blood flow fMRI, PET, NIRS = Indirect, not neural activity itself, but supply of blood to neurons (via glia)
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Measuring brain activity Blood flow fMRI, PET, NIRS Electrical activity EEG
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Measuring brain activity Blood flow fMRI, PET, NIRS Electrical activity EEG, MEG, Intracranial, Single cell, Intracellular
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Measuring brain activity Blood flow fMRI, PET, NIRS Electrical activity = Can be direct, when you insert the electrode in the brain, or even in the neuron, but is “invasive”
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Single-unit studies, recording electrical discharges of individual neurons Cat (Hubel & Wiesel) Monkey Rat Correlate neuronal activity with task events in simple behavioral paradigms Best possible temporal and spatial resolution But: cost, external validity Well defined, hypothesis driven
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The work of Wolfram Schultz et al. Dopamine neurons & reward
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