Live Quiz Arena
🎁 1 Free Round Daily
⚡ Enter ArenaQuestion
← Logic & PuzzlesA recommendation engine uses a decision tree to predict movie preferences. Which outcome occurs when the splitting criteria solely minimizes Gini impurity at each node?
A)Reduced computational complexity for node creation
B)Enhanced interpretability of decision boundaries
C)Improved handling of missing feature values
D)Bias towards features with many values✓
💡 Explanation
The decision tree tends to favor splitting on features with numerous categories when using Gini impurity because the information gain is higher for these features; therefore, the tree becomes biased rather than optimizing the predictive accuracy, because it can overfit quickly if not pruned.
🏆 Up to £1,000 monthly prize pool
Ready for the live challenge? Join the next global round now.
*Terms apply. Skill-based competition.
Related Questions
Browse Logic & Puzzles →- A program sums elements in an array; if the loop invariant 'sum of elements up to index i' is maintained, which consequence follows?
- An automated lumber mill uses decision trees to classify wood. Which outcome occurs when a decision tree excessively branches in classifying lumber?
- If a large dataset of employee records needs sorting by last name, which outcome is most likely using a merge sort algorithm, rather than a bubble sort?
- If a robot arm planning a sequence of movements encounters a joint angle limit during trajectory generation, which consequence follows when using a backtracking algorithm?
- A simple neural network uses a sequence to adjust synaptic weights during learning. If the learning rate decreases too slowly, which outcome occurs?
- If voters exhibit single-peaked preferences in an election with several candidates, which outcome is guaranteed regarding Condorcet cycles?
