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Classical conditioning

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(1)

Classical conditioning

MIT Department of Brain and Cognitive Sciences 9.641J, Spring 2005 - Introduction to Neural Networks Instructor: Professor Sebastian Seung

(2)

Pavlov’s experiment

• Measure salivation of dog.

• Meat triggers salivation.

• Training: Repeated presentations

– Sound of bell – Meat

• Testing: Bell alone triggers salivation.

(3)

Terminology

• Unconditioned stimulus (US)

– Meat

• Unconditioned response (UR)

– Salivation in response to meat

• Conditioned stimulus (CS)

– Bell

• Conditioned response (CR)

– Salivation in response to bell

(4)

Hebb model

US

CS

R

(5)

Multiple stimuli

• repeat: CS1+CS2, US

• test with CS1

• test with CS2

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Blocking

• repeat: CS1, US

• test with CS1

• repeat: CS1 + CS2, US

• test with CS2

(7)

Rescorla-Wagner

• Error-driven learning

• Conditioned stimuli are inputs to a linear perceptron

• Classical conditioning proceeds through training the weights.

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