bab 4.1 - 1/44 bab 4 classification: basic concepts, decision trees & model evaluation part 1...

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Bab 4.1 - 1/44 Bab 4 Bab 4 Classification: Basic Concepts, Classification: Basic Concepts, Decision Trees & Model Evaluation Decision Trees & Model Evaluation Part 1 Part 1 Classification With Decision tree Classification With Decision tree Muhamad Arief Hidayat [email protected] mariefh.lecture.ub.ac.id

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Page 1: Bab 4.1 - 1/44 Bab 4 Classification: Basic Concepts, Decision Trees & Model Evaluation Part 1 Classification With Decision tree Muhamad Arief Hidayat m.arief.h@ub.ac.id

Bab 4.1 - 1/44

Bab 4Bab 4Classification: Basic Concepts,Classification: Basic Concepts,

Decision Trees & Model Decision Trees & Model EvaluationEvaluation

Part 1Part 1Classification With Decision Classification With Decision

treetreeMuhamad Arief Hidayat

[email protected]

Page 2: Bab 4.1 - 1/44 Bab 4 Classification: Basic Concepts, Decision Trees & Model Evaluation Part 1 Classification With Decision tree Muhamad Arief Hidayat m.arief.h@ub.ac.id

Bab 4.1 - 2/44

Classification: Definition

Page 3: Bab 4.1 - 1/44 Bab 4 Classification: Basic Concepts, Decision Trees & Model Evaluation Part 1 Classification With Decision tree Muhamad Arief Hidayat m.arief.h@ub.ac.id

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Example of Classification Task

Page 4: Bab 4.1 - 1/44 Bab 4 Classification: Basic Concepts, Decision Trees & Model Evaluation Part 1 Classification With Decision tree Muhamad Arief Hidayat m.arief.h@ub.ac.id

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General Approach for Building Classification Model

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Classification Techniques

Page 6: Bab 4.1 - 1/44 Bab 4 Classification: Basic Concepts, Decision Trees & Model Evaluation Part 1 Classification With Decision tree Muhamad Arief Hidayat m.arief.h@ub.ac.id

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Example of Decision Tree

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Another Example of Decision Tree

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Decision Tree Classification Task

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Apply Model to Test Data

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Decision Tree Classification Task

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Decision Tree Induction

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General Structure of Hunt’s Algorithm

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Hunt’s Algorithm

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Design Issues of Decision Tree Induction

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Methods for Expression Test Conditions