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AI & Data Mining/Exam Revision/Acronyms.md
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AI & Data Mining/Exam Revision/Acronyms.md
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# 1R: (AV)CTARs
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(foreach) Attribute
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(foreach) Value
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Count (class)
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Top (most frequent class)
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Assign (rule to class)
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Error Rate (in rule)
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Smallest (error rate)
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# Missing Values: Ma $\Delta$D CPS
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Malfunctioning Equipment
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Change in Design
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Collation of Datasets
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Data not collected for mining (Purpose)
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Missing Value is Significant
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AI & Data Mining/Exam Revision/Classification.md
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AI & Data Mining/Exam Revision/Classification.md
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# 1R
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### (AV)CTARs
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Simple
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Classification
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One-Level tree
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Tie, make arbitrary choice
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## Issue with Numerics
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- Discretise
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- List values of attribute
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- Sort asc
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- Write class under each value
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- Breakpoints between change in class
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- Interval assigned to majority class
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- Enforce bucket size, if adjacent interval has same class, merge.
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## Issue with Missing Values
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- Assign "missing" as a value
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- Treat normally
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## Issue with Overfitting
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- Bucket Enforcement
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- Ensure attribute tested is applicable
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# PRISM
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AI & Data Mining/Exam Revision/Clustering.md
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AI & Data Mining/Exam Revision/Clustering.md
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AI & Data Mining/Exam Revision/Decision Trees.md
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AI & Data Mining/Exam Revision/Decision Trees.md
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AI & Data Mining/Exam Revision/Evaluating Performance.md
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AI & Data Mining/Exam Revision/Evaluating Performance.md
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AI & Data Mining/Exam Revision/Instance-Based Learning.md
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AI & Data Mining/Exam Revision/Instance-Based Learning.md
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AI & Data Mining/Exam Revision/Naive Bayes.md
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AI & Data Mining/Exam Revision/Naive Bayes.md
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AI & Data Mining/Exam Revision/Workshops.md
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AI & Data Mining/Exam Revision/Workshops.md
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