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Decision Trees Are Used to Divide Data into Smaller Groups

question 19

Essay

Decision trees are used to divide data into smaller groups by splitting the data at each branch into two or more groups.However,this method could lead to unintended consequences if the decision tree is not pruned.Describe the pruning process,when it can occur and the benefits of using it.

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Definitions:

Person-centered Therapy

A counseling approach emphasizing the client's perspective, promoting self-discovery, and valuing their potential for personal growth.

Empirical Research

A way of gaining knowledge by means of direct observation or experience, employing systematic and scientifically valid methods to gather data.

Behavior Modification

The use of empirically demonstrated behavior change techniques to improve behaviors and replace undesirable behaviors with more desirable ones.

Desirable Behaviors

Desirable behaviors are actions considered favorable or appropriate within a certain context or society, often encouraged and reinforced through social norms and by rewards.

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