How to Implement Weighted Random Selection in Java?
Weighted Random Selection in Java
When selecting an item from a set, it's often desirable to assign different probabilities to different items. This method is known as weighted random selection.
Consider the following scenario where you have a collection of items with associated weights:
Item | Weight |
---|---|
Sword of Misery | 10 |
Shield of Happy | 5 |
Potion of Dying | 6 |
Triple-Edged Sword | 1 |
In this case, the weight represents the likelihood of selecting that item. For example, you are 10 times more likely to obtain the Sword of Misery than the Triple-Edged Sword.
To implement weighted random selection in Java, we can employ a NavigableMap:
import java.util.NavigableMap; import java.util.Random; import java.util.TreeMap; public class RandomCollection<E> { private final NavigableMap<Double, E> map = new TreeMap<>(); private final Random random; private double total = 0; public RandomCollection() { this(new Random()); } public RandomCollection(Random random) { this.random = random; } public RandomCollection<E> add(double weight, E result) { if (weight <= 0) return this; total += weight; map.put(total, result); return this; } public E next() { double value = random.nextDouble() * total; return map.higherEntry(value).getValue(); } }
Usage:
RandomCollection<String> rc = new RandomCollection<>() .add(40, "dog").add(35, "cat").add(25, "horse"); for (int i = 0; i < 10; i++) { System.out.println(rc.next()); }
This code demonstrates how to add items with specific weights to the collection and then select random items based on their assigned probabilities.
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