Below are the two ensemble models: 1. E1(M1, M2, M3) and 2. E2(M4, M5, M6) Above, Mx is the individual base models. Which of the following are more likely to choose if following conditions for E1 and E2 are given? E1: Individual Models accuracies are high but models are of the same type or in another term less diverse E2: Individual Models accuracies are high but they are of different types in another term high diverse in nature

e1
e2
any of e1 and e2
none of these

The correct answer is B. E2.

Ensemble models are a type of machine learning model that combine the predictions of multiple models to produce a more accurate prediction. The idea is that if each model makes a different mistake, then the ensemble model will be less likely to make that mistake.

In the case of E1, the individual models are all of the same type, so they are likely to make the same mistakes. This means that the ensemble model is not likely to be more accurate than any of the individual models.

In the case of E2, the individual models are of different types, so they are less likely to make the same mistakes. This means that the ensemble model is more likely to be more accurate than any of the individual models.

Therefore, E2 is more likely to be chosen than E1.

Here is a more detailed explanation of each option:

A. E1: Individual Models accuracies are high but models are of the same type or in another term less diverse.

In this case, the individual models are all of the same type, so they are likely to make the same mistakes. This means that the ensemble model is not likely to be more accurate than any of the individual models.

B. E2: Individual Models accuracies are high but they are of different types in another term high diverse in nature.

In this case, the individual models are of different types, so they are less likely to make the same mistakes. This means that the ensemble model is more likely to be more accurate than any of the individual models.

C. any of e1 and e2

This option is not correct because E1 is not likely to be more accurate than any of the individual models, while E2 is more likely to be more accurate than any of the individual models.

D. none of these

This option is not correct because E2 is more likely to be more accurate than any of the individual models.

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