Q. Assume that you are given a data set and a neural network model trained on the data set. Youare asked to build a decision tree model with the sole purpose of understanding/interpretingthe built neural network model. In such a scenario, which among the following measures wouldyou concentrate most on optimising? (Solved)

1. accuracy of the decision tree model on the given data set

2. f1 measure of the decision tree model on the given data set

3. fidelity of the decision tree model, which is the fraction of instances on which the neuralnetwork and the decision tree give the same output

4. comprehensibility of the decision tree model, measured in terms of the size of the corresponding rule set

  • c. fidelity of the decision tree model, which is the fraction of instances on which the neuralnetwork and the decision tree give the same output
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