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Cognitive Modelling Assignment 1 MODEL 6: MSc Cognitive Science Elaine Cohalan Feb 9 th 2005
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Single Category Classification Stage 1:
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Stage 1: Tasks: Come up with a computational model that, for each test item computes that item's degree of membership in the three categories A, B and C. Use the attributes of that test item and compare to the occurrence of those attributes in the 16 training items.
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Additive Weighted Prototype Model Training Items Given:
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Developing the Prototypes: Category A:
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Category B:
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Category C:
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Applying Prototypes to Test Items:
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Correlation of prototype model scores with human scores:
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Category A:
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Category B:
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Category C:
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Total Correlation:
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Conjunctions Stage 2:
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Stage 2: Tasks: Independent Approach to Conjunctions. Constituent Membership scores combined using function sum (A+B).
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To compute an items membership in a conjunction A&B using the Independent Prototype Model, combine that item’s membership in A and its computed membership in B. Formula for sum(A+B): membership(x, A&B) = sum(A,B) = (membership(x,A) + membership(x,B))
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Category A and B: Using Prototypes A and B:
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Correlation with Human Score:
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Category A and C: Using Prototypes A and C:
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Correlation with Human Score:
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Category B and C: Using Prototypes B and C:
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Correlation with Human Score:
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Total Correlation for Conjunctions:
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