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Prototype Theory
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== <span style="color: #FFFFFF;">Applying</span> == '''Modeling 'The Typicality Check' (Measuring how 'Far' an object is from the prototype):''' <syntaxhighlight lang="python"> def calculate_typicality(object_traits, prototype_traits): """ Shows how 'Bird-like' something is. """ match_score = 0 for trait in object_traits: if trait in prototype_traits: match_score += 1 percentage = (match_score / len(prototype_traits)) * 100 if percentage > 80: return f"RESULT: A CORE MEMBER ({percentage}%)" elif percentage > 40: return f"RESULT: A PERIPHERAL MEMBER ({percentage}%)" else: return f"RESULT: OUTLIER (Not in category)." # Prototype 'Bird': ['Flies', 'Sings', 'Has Feathers', 'Small'] robin_traits = ['Flies', 'Sings', 'Has Feathers', 'Small'] penguin_traits = ['Has Feathers'] # Doesn't fly or sing print(calculate_typicality(robin_traits, robin_traits)) print(calculate_typicality(penguin_traits, robin_traits)) </syntaxhighlight> ; Prototype Landmarks : '''The 'Tomato' Debate''' β A perfect "Boundary" case: "Biologically" a fruit, but "Prototypically" a vegetable because of its "Usage" (Savory/Salad). : '''Medical Diagnosis''' β Doctors often use prototypes. "This patient has a 'Typical case' of the flu." If a patient has "Non-typical" symptoms, the "Category" fails. : '''Stereotyping''' β (See Article 479). A "Stereotype" is a "Social Prototype." We take the "Average (or extreme)" traits of a group and "Apply" them to every individual, causing "Cognitive Bias." : '''Fuzzy Logic Controllers''' β Used in "Washing Machines" and "Subways" to "Adjust Power" based on "Fuzzy Categories" (e.g. 'Very Hot,' 'Moderately Dirty') rather than just 'ON/OFF.' </div> <div style="background-color: #8B4500; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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