Decision tree is a type of tree which has tree structure classifier.
Decision Tree has two type of node :-
1) Decision Nodes
2) Leaf Nodes
Example :-
Employee have two outcome first is No (Credit Score ?) and another is Yes (Income ?). In Credit Score ? have a two way one is High(Approve) and another is Low(Reject). In Income ? have two way high and low.
Issues :-
Given some training examples, what decision tree should be generated ?
One proposal: prefer the smallest tree that is consistent with the data (Bias)
Possible method:
- search the space of decision trees for the smallest decision tree that fits the data
Prefer small trees
- Low depth
- Small no of node
Examples of DECISION TREES
Decision Tree for Play Tennis
Attributes and their values :
- Outlook : Sunny, Overcast, Rain
- Humidity : High, Normal
- Wind : Strong, Weak
- Temperature : Hot, Mild, Cool
Target concept - Play Tennis : Yes, No
Decision trees represent disjunctions of conjunctions
(Outlook = Sunny ^ Humidity = Normal )
⋁ (Outlook = Overcast)
⋁ (Outlook = Rain ^ Wind = Weak)
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)
Searching for a good tree
The space of Decision trees is too big for systematic search.
Stop and
- return the a value for the target feature or
- a distribution over target feature values
Choose a test (e.g. an input feature) to split on.
- For each value of the test, build a subtree for those examples with this value for the test.
Top-Down Induction of Decision Trees ID3
1. A← the "best" decision attribute for next node
2. Assign A as decision attribute for node
3. For each value of A create new descendant
4. Sort training examples to leaf node according to the attribute value of the branch
5. If all training examples are perfectly classified (same value of target attribute) stop, else iterate over leaf nodes.
Choices
When to stop
- no more input features
- all examples are classified the same
- too few examples to make an informative split
Which test to split on
- split gives smallest error.
- With multi-valued features
* split on all values or
* split values into half.
Decision Tree has two type of node :-
1) Decision Nodes
2) Leaf Nodes
Example :-
Employee have two outcome first is No (Credit Score ?) and another is Yes (Income ?). In Credit Score ? have a two way one is High(Approve) and another is Low(Reject). In Income ? have two way high and low.
Issues :-
Given some training examples, what decision tree should be generated ?
One proposal: prefer the smallest tree that is consistent with the data (Bias)
Possible method:
- search the space of decision trees for the smallest decision tree that fits the data
Prefer small trees
- Low depth
- Small no of node
Examples of DECISION TREES
Decision Tree for Play Tennis
Attributes and their values :
- Outlook : Sunny, Overcast, Rain
- Humidity : High, Normal
- Wind : Strong, Weak
- Temperature : Hot, Mild, Cool
Target concept - Play Tennis : Yes, No
Decision trees represent disjunctions of conjunctions
(Outlook = Sunny ^ Humidity = Normal )
⋁ (Outlook = Overcast)
⋁ (Outlook = Rain ^ Wind = Weak)
Searching for a good tree
The space of Decision trees is too big for systematic search.
Stop and
- return the a value for the target feature or
- a distribution over target feature values
Choose a test (e.g. an input feature) to split on.
- For each value of the test, build a subtree for those examples with this value for the test.
Top-Down Induction of Decision Trees ID3
1. A← the "best" decision attribute for next node
2. Assign A as decision attribute for node
3. For each value of A create new descendant
4. Sort training examples to leaf node according to the attribute value of the branch
5. If all training examples are perfectly classified (same value of target attribute) stop, else iterate over leaf nodes.
Choices
When to stop
- no more input features
- all examples are classified the same
- too few examples to make an informative split
Which test to split on
- split gives smallest error.
- With multi-valued features
* split on all values or
* split values into half.
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