Słownik AI
Kompletny słownik sztucznej inteligencji
Probability Averaging
Soft aggregation technique that combines the probability distributions of multiple classifiers by calculating their arithmetic or geometric mean.
Probability Calibration
Process of adjusting classifier probability scores to accurately reflect true probabilities, essential for effective soft voting.
Voting Diversity
Measure of prediction variability among ensemble classifiers, crucial for voting classifier effectiveness as high diversity improves robustness.
Threshold Voting
Voting method where a prediction is only counted if the classifier exceeds a predefined confidence threshold, allowing exclusion of uncertain predictions.
Condorcet Voting
Voting method based on the Condorcet criterion where the winner is the one that would defeat each other candidate in a one-on-one comparison, applicable to multi-class problems.
Borda Count
Positional voting system where classifiers assign points to each class based on their ranking, with the class having the highest total points winning.
Voting Entropy
Quantitative measure of disagreement among classifiers in a voting classifier, used to assess uncertainty and prediction diversity.