CSC410 Data Warehousing and Data Mining

Data Warehousing and Data MiningModel question

What is a rule based classifier? How to extract the rules from the decision tree? What is overfitting? How to detect overfitting? Explain the way to solve the overfitting problem. Train ID3…

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What is a rule based classifier? How to extract the rules from the decision tree? What is overfitting? How to detect overfitting? Explain the way to solve the overfitting problem. Train ID3 classifier using the dataset given below. Then predict the class label for the new data sample [Weather=Sunny, Temperature=Hot, Humidity=Normal, Wind=Strong].

Weather
Temperature
Humidity
Wind
Play Tennis
Sunny
Hot
High
Weak
No
Sunny
Hot
High
Strong
No
Overcast
Hot
High
Weak
Yes
Rainy
Mild
High
Weak
Yes
Rainy
Cool
Normal
Weak
Yes
Rainy
Cool
Normal
Strong
No
Overcast
Cool
Normal
Strong
Yes
Sunny
Mild
High
Weak
No
Sunny
Cool
Normal
Weak
Yes
Rainy
Mild
Normal
Weak
Yes

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