Question: It is known that tree-based learning is unstable. What does this mean? a. Trees are poor predictive models. b. The predictive performance of the tree

It is known that tree-based learning is unstable.

What does this mean?

a. Trees are poor predictive models.

b. The predictive performance of the tree varies dramatically based on the training data used.

c. When the data used to train a tree is changed (even slightly), the variables (and their split values) composing the tree structure may vary dramatically.

d. Trees are difficult to interpret and explain.

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer

Step: 1 Unlock

When its said that treebased learning is unstable c When the data used to train a tree is changed ev... View full answer

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 Business Analytics Data Questions!

Developments in Technology Light is incident from air on the end face of a multimode optical fibre at angle of incidence as shown below. n n 1 2 The refractive indices of the core and cladding are...

QUIZ... Let D be a poset and let f : D D be a monotone function. (i) Give the definition of the least pre-fixed point, fix (f), of f. Show that fix (f) is a fixed point of f. [5 marks] (ii) Show that...

Let r and s be solutions to the quadratic equation x 2 b x + c = 0. For n N, define d0 = 0 d1 = r s dn = b dn1 c dn2 (n 2) Prove that dn = r n s n for all n N. [4 marks] (b) Recall that a commutative...

read this report and answer questions provided: ICTE in Transportation and Logistics 2018 (ICTE 2018) Demand forecasting in pharmaceutical supply chains: A case study Galina Merkuryeva"*, Aija...

Journal of Open Innovation: Technology, Market, and Complexity MDPI Article Emerging Technology and Business Model Innovation: The Case of Artificial Intelligence Jaehun Lee 1.", Taewon Suh , Daniel...

The management of real estate company is considering you as an external consulting group to outsource the task to develop a reliable predictive model to predict the selling price of the properties,...

subject: Differential Equations pls read instructions do not use ai. drop all references and link Instructions ODE application. - find an article related to ODE application - provide a short...

This question requires knowledge on Data Analytics . Please show clear and detailed explanations. Someone, please help to assist. I had to repost as the previous answers for parts (b) and (c) were...

Ashford 5: - Week 4 - Assignment Principles of Effective Intervention There are four general principles of effective intervention that have become organizing concepts of community corrections. They...

Could you please explain the findings of the study? A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models Evangelia...

A project has estimated annual net cash flows of $ 12,200 for five years and is estimated to cost $ 39,800. Assume a minimum acceptable rate of return of 12%. Using Exhibit 2, determine (1) The net...

At year- end, Nelsons Nursery, Inc. had account balances as follows: Sales Revenue of $ 220,000; Wage Expense of $ 74,000; Administrative Expense of $ 12,000; Utility Expense of $ 6,000; and Rent...

22. MSquared pays its employees monthly. Payments made by the company on October 31 follow. Cumulative amounts for the year paid to the persons prior to the October 31 payroll are also given. 1. Tori...

Do countries gain overall when their firms offshore to other countries? LO.1

Historically, the most popular measure of variability has been the standard deviation, the square root of the weighted sum of squared deviations from the mean, weighted by their probabilities....

Suppose a person flips a coin, but before you can see the result, the person puts her hand over the coin. At this point, does it make sense to talk about the probability that the result is heads? Is...

For each of the following uncertain quantities, discuss whether it is reasonable to assume that the probability distribution of the quantity is normal. If the answer isn't obvious, discuss how you...

To expand operations, Aragon Censinthg issued 1:300 whares of paeviotasy uniswued commion stock with a par value of 5 . The phice forthe stock vins 550 perifhare Aequired: 1-6. Complefe the table...

Julie Rios has take-home pay of $2,320 per month and a disability insurance policy that replaces 60 percent of earnings after a 90-day (3-month) waiting period. She has accumulated 80 sick days at...

GRANT PROPOSAL WRITING ASSIGNMENT. Design a project to an international donor agency for funding to carry out your programs through 2 0 2 4 / 2 0 2 5 financial year.