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1. learning vs plasticity 2. reinforcement learning vs supervised learning 3. circuits: VOR & OKR 4. open vs. closed loop controllers 6. plasticity: cerebellar.

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Presentation on theme: "1. learning vs plasticity 2. reinforcement learning vs supervised learning 3. circuits: VOR & OKR 4. open vs. closed loop controllers 6. plasticity: cerebellar."— Presentation transcript:

1 1. learning vs plasticity 2. reinforcement learning vs supervised learning 3. circuits: VOR & OKR 4. open vs. closed loop controllers 6. plasticity: cerebellar LTD 5. learning: adjusting the FF controller

2 frequency EE H LRMR abducens nucl. vestibular nucl. oculomotor nucl. semicircular canals. MLF VOR Circuit contraipsi PPRF

3 Motor Neurons R m = eye position (deg) From Fuchs & Leschei 1970 From Robinson & Keller 1972 0-75-15075150 0 100 200 300 eye velocity (deg/s) r / k =  = 0.25 s viscoelastic time constant R o = 100 sp/s RoRo r  1 (sp/s) / (deg/s) + rĖ k  4 (sp/s) / deg + kE -45-30-150+15+30+45 350 300 250 200 150 100 50 0 firing frequency (spikes/s)

4 E Pursuit System (Gaze Velocity Purkinje Cell) EpEp Motor Neuron E + Ė Neural Integrator (NPH for H INC for V) E out Extra- Ocular Muscle -H Vestibulo-Ocular Reflex (VOR) Saccade System (Burst Neurons in PPRF) ErEr Final Motor Pathway E in ?

5 Integrator Lesion: Effects Cannon & Robinson 1987

6 Planes of the Semi-Circular Canals horizontalanteriorposterior Excitatory Motions for the SCC’s on the left. from Carpenter, fig. 2.7 from KS&J, fig. 33-9 cochlear n. vestibular n. vestibulo- chochlear n. foramen magnum Angle at which the plane of the anterior semicircular duct crosses the midsagittal line cochlea semicircular ducts: anterior horizontal posterior internal acoustic meatus leftright

7 DTN/NOTLTNMTN D+antU+postH ipsiversive E I Rabbit OK (Afferents) stimulus speed (deg/sec) direction selectivity 1010.10.01 inferior posterior anterior superior canal:horizontalanteriorposterior Accessory Optic System data from Simpson 1984

8 VN NPH INC Ė E MN E I + AOS/NOT Inferior Olive Cerebellum climbing fibers mossy fibers SCC error signal Rabbit OK (adjusting VOR gain) Final Motor Pathway

9 The normal VOR

10 Spectacles to change VOR gain Steve Lisberger

11 VOR before and after learning Miles & Fuller, Brain Res. 80:512-6, 1974

12 Learning in the feedforward controller for saccades Time during adaptation experiment Straube et al. J. Neurophysiol. 77: 874-895, 1997.

13 Double steps of target speed for studying learning in the feedforward controller for pursuit Kahlon & Lisberger, J. Neurosci. 16: 7270-7283, 1996.

14 Sequence of a pursuit learning experiment Kahlon & Lisberger, J. Neurosci. 16: 7270-7283, 1996.

15 LEARNING Feedback Controller ~100 ms retinal inputs Goal Feedforward Controller Eyeball + eye movement I. G. Sensed Variable VOR Saccades Pursuit HIIHII -E  I I VN SC, PPRF MT, DLPN FMP General Scheme for Motor Learning e.g. AOS

16 to eye muscle motor neurons VRN FTN inferior olive GC inhibitory interneurons HGVP parallel fibers climbing fiber inhibition excitation mossy fibers after Lisberger 1998 sites of learning I. H. Cerebellar Circuit (ipsi) (contra)

17 The learning rule: “Marr-Albus-Ito” or “Floccular” Hypothesis Version 1: operational retinal slip vestibular information + contra I.. ipsi H gain CF + PF LTD Version 2: synaptic plasticity

18 after Linden & Connor 1995 heterosynaptic LTD associative LTD homosynaptic LTD PC CF PF cerebellar LTD Long Term Depression

19 PLC PIP 2 DAG IP 3 NO cGMP LTD Induction PKC* after Linden & Connor 1995 Parallel Fiber: H (glutamate). Ca ++ Climbing Fiber: I (PC depolarization). AMPA Na + mGluR1 Na + Ca ++ HGVP Cerebellar LTD


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