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Data Science / Datawetenskap - 141

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In Tutorial 5, Question 21 you were asked to use a decision tree to determine whether a given mushroom with certain characteristics is edible or poisonous.

What was your classification?

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In Tutorial 5, Question 14 you were asked to calculate an entropy value.

Enter your calculated value here (correct to 3 decimal places).

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In Tutorial 5 you worked with the mushroom data set.

This data set contains an attribute stalk-root, which had some missing values, which were coded as ? in the data.

How many observations have a value of ? for the stalk-root attribute?

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Models which generalise well capture the noise in the data in addition to the signal.

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In a decision tree, attributes can be used more than once in segmentations and can be used with different split points.

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Entropy is maximised when each class has equal probability of occurring.

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Consider training a decision tree on the following dataset (with X1 and X2 representing 2 attributes, and Y the target variable):

Which one of the following splits at the root node gives the highest information gain?

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Tree-structured models cannot give us estimates of the probability of customer churn.

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In a classification tree, a non-leaf node is referred to as a "decision node" because it allows us to give a class prediction.

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Which one of the following describes the rules represented in the decision tree below?

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