Question: What happens if a classification tree is grown to its fullest extent? Each leaf node will be 1 0 0 % pure ( all Class

What happens if a classification tree is grown to its fullest extent?
Each leaf node will be 100% pure (all Class 1 observations or all Class 0 observations).
Each leaf node will consist of a single observation.
Training error is minimized, but the tree is very likely to be overfit.
The best predictive performance on out-of-sample data will be achieved.
What happens if a classification tree is grown to

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer
Step: 1 Unlock blur-text-image
Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock
Step: 3 Unlock

Students Have Also Explored These Related Programming Questions!

Q:

What happens if a classification tree is grown to its fullest extent? a. Each leaf node will be 100% pure (all Class 1 observations or all Class 0 observations) b. The best predictive performance on...

Q:

Problem A basic algorithm, for inducing a decision tree from training tuples, follows a top down approach, similar to those constructed by algorithms such as ID3, C4.5 and CART. Part 1 The execution...

Q:

Problem Our textbook describes in its Section 8.2.1 a basic algorithm for inducing a decision tree from training tuples. The algorithm follows a top down approach, similar to how decision trees are...

Q:

Implement the ID3 decision tree learning algorithm that we discussed in class. To simplify the implementation, your system only needs to handle binary classification tasks (i.e. each instance will...

Q:

Algorithms in Artificial Intelligence (or, the old name: Introduction to Algorithmic Decision Making) Part 1 Based on slides by David Sarne and Lirong Xia Course Tentative Schedule Introduction...

Q:

In data analytics tree models are often used. In regards to tree models, how would a data analyst use a tree model to predict a probability instead of a class label? Choose one answer below. A....

Q:

1 In the recursive construction of decision trees, it sometimes happens that a mixed set of positive and negative examples remains at a leaf node, even after all the attributes have been used....

Q:

Classification is a form of data analysis where a model or classifier is constructed to predict class labels or types. Data classification is a two-phase process, 1) a learning phase in which the...

Q:

answer the question clearly You are building a flight-control system for which a convincing safety case must be made. Would you assign the tasks of safety requirements engineering, test case...

Q:

Portray in words what transforms you would have to make to your execution to some degree (a) to accomplish this and remark on the benefits and detriments of this thought.You are approached to compose...

Q:

Solve for Xctotal for the following Circuit C1 V1 C2 C1 =10.5uf 18.37 C2 =1.45uf f=825 Hz %3D Xc total =?ohms For the toolbar, press ALT+F10 (PC) or ALT+FN+F10 (Mac).

Q:

Assume a balloon material with a constant surface tension of S = 2 N/m. What is the work required to stretch a spherical balloon up to a radius of r = 0.5 m? Neglect any effect from atmospheric...

Q:

35. Cash Flows and NPV (LO2) We project unit sales for a new household-use laser-guided cockroach search and destroy system as follows: The new system will be priced to sell at $380 each. The...

Q:

Which of the following should be done before giving an extemporaneous speech? conduct research develop an outline rehearse all of the above