Calculate a formula for the error of the ensemble algorithm

Assignment Help Computer Engineering

Reference no: EM133691533

Problem: Consider a binary classification problem with an ensemble learning algorithm that uses simple majority voting among K learned hypotheses. Suppose that each hypothesis has error E and that the errors made by each hypothesis are independent of the others. Calculate a formula for the error of the ensemble algorithm in terms of K and E, and evaluate it for the cases where K =5, 11, and 21 and E=0.1, 0.2, and 0.4. If the independence assumption is removed, is it possible for the ensemble error to be worse than E?

Reference no: EM133691533

Questions Cloud

What is not considered a benefit of automation : What is not considered a benefit of automation and orchestration implementation for infrastructure management?

Substantive reflection of your thoughts : Substantive reflection of your thoughts about the strategic planning process and its potential to serve as a guiding document for organizational improvement

Resulted in ethics violation being brought forward : What was the intent of the AHIMA member's actions that resulted in an ethics violation being brought forward?

Imagine an organization with a dysfunctional culture : imagine an organization with a dysfunctional culture (behaviours and practices not acceptable and ethically dubious), then develop a strategy for managing

Calculate a formula for the error of the ensemble algorithm : Calculate a formula for the error of the ensemble algorithm in terms of K and E and evaluate it for the cases where K =5, 11, and 21 and E=0.1, 0.2, and 0.4.

What constitutes consent to a warrantless search : What constitutes consent to a warrantless search, and who is able to consent? Give an example where consent might be somewhat ambiguous.

Identify what you can do differently : identify what you can do differently than what you've been doing to help others remain motivated and productive. What motivational theory will you use

What does the reservation price indicate : A hiring team determines a reservation price before sending candidates an offer letter. What does the reservation price indicate?

What contact information appears on each page of the website : What contact information appears on each page of the website? Is there a separate contact page? Can you create an account on the website?

User Account

All Pages