Chapter 6 Flashcards
What did Roger Shepard say about generalization gradients?
He said they are one of the most basic constant laws of psychology (declining rapidly on either side of peak)
Consequential region?
This is a key issue for generalization. Identifying an inclusive set or range of stimuli with the same consequences as the training or target stimulus.
Shepard claimed what about the pigeons pecking the yellow-orange light?
He said that the pigeons are not confused by the yellow orange light, but it expects, based on what it learned from the yellow light, that pecking it will result in food.
Discrete component representation?
Each possible stimulus is represented by it’s own unique node (or component) in the model
stimulus generalization network?
Has input nodes (green, yellow green, yellow etc), modifiable weights, output nodes, which leads to the response.
That network with the colors fails to show…?
A smooth generalization gradient shown by pigeons.
Discrete component situations are applicable to situations…?
in which the similarity between cues is small enough that there’s a negligible response transfer from one to another.
Distributed representations?
Stimuli are represented by overlapping sets of nodes or stimulus elements.
What does it mean if the nodes are laid out in topographic representation?
Nodes responding to physically similar stimuli are placed next to each other.
The weights from internal representation nodes that have never been associated with reward remain ____.
0
Study with Box A and B? (Discrimination training)
Participants were given many squares differing in brightness and size. Then they were asked, are these physically identical? The participants trained in brightness discrimination showed much more confusing with size and vice versa.
Negative patterning? Why is it difficult?
When the response to individual cues is positive while the respond to the compound is negative. It required suppressing the natural tendency to generalize about similar stimuli.
Category learning?
The process by which animals and humans learn to classify stimuli into different categories.
Combinatirial explosion?
Occurs when a huge number of possible combinations are created, too much for the mind to handle.
Meaning-based generalization?
The stimuli are assumed to have the same meaning even though they do not have any relevant physical similarities.
Similarity based generalization?
Arises between two stimuli that are physically similar.
Co-occurrence of two stimuli is sufficient to produce meaning based generalization from on ____ to another.
Stimulus.
Acquired equivalence?
A phenomenon in which prior training to treat 2 stimuli as equivalent increases generalization between them. So generalization occurring between two non-combined stimuli that share the same consequence.
Is physical similarity the only cause of generalization?
No, animals sometimes generalize because of co-occurrence.
What does faulty inverse reasoning in generalization mean?
80% of the NBA players are black. Most NBA players are black. Most black men are not NBA players.
Representations directly influence generalization behavior. Example?
New yorker has a map in their heads of all the different neighborhoods, making it harder to generalize in between them.
Important distinctions are ____. Why?
Enhanced. Because we have limited neurons, so it makes sense to use them towards something important.
Receptive field?
Range of physical stimuli that activates a particular neuron.