Question: 1 . Rule - Based Classification: Using a rule - based approach, create rules to classify samples into either the positive or negative class based
RuleBased Classification: Using a rulebased approach, create rules to classify samples into either the positive or negative class based on the given attributes Color Size, Temperature, Weight
Rule Interpretation: Interpret the rules you created in Explain the conditions under which a sample is classified as positive or negative.
Rule Modification: Modify one of the rules to observe how it affects the classification. Explain the impact of the modification.
Rule Confidence: Assign confidence levels to the rules you created in For example, how confident are you in classifying a sample as positive based on the rules?
Rule Expansion: Add a new rule to your rulebased system.
Rule Visualization: Visualize your rulebased system in a decision tree format. Each rule should correspond to a branch in the decision tree.
Rule Application: Apply your rulebased system to the following instance:
Color: Green, Size: Small, Temperature: Weight:
Rule Refinement: Refine one of the rules to make it more specific or general. Explain the reasoning behind the refinement.
Rule Generalization: Generalize one of the rules to make it more applicable to a broader set of samples. Explain the reasoning behind the generalization.
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