diff --git a/algorithms-modules/algorithms-miscellaneous-7/src/main/java/com/baeldung/algorithms/frequentelements/MostFrequentElementsFinder.java b/algorithms-modules/algorithms-miscellaneous-7/src/main/java/com/baeldung/algorithms/frequentelements/MostFrequentElementsFinder.java
new file mode 100644
index 0000000000..ea127ea587
--- /dev/null
+++ b/algorithms-modules/algorithms-miscellaneous-7/src/main/java/com/baeldung/algorithms/frequentelements/MostFrequentElementsFinder.java
@@ -0,0 +1,103 @@
+package com.baeldung.algorithms.frequentelements;
+
+import java.util.*;
+import java.util.stream.Collectors;
+
+public class MostFrequentElementsFinder {
+
+    public static List<Integer> findByHashMapAndPriorityQueue(Integer[] array, int n) {
+        Map<Integer, Integer> countMap = new HashMap<>();
+
+        // For each element i in the array, add it to the countMap and increment its count.
+        for (Integer i : array) {
+            countMap.put(i, countMap.getOrDefault(i, 0) + 1);
+        }
+
+        // Create a max heap (priority queue) that will prioritize elements with higher counts.
+        PriorityQueue<Integer> heap = new PriorityQueue<>(
+                (a, b) -> countMap.get(b) - countMap.get(a));
+
+        // Add all the unique elements in the array to the heap.
+        heap.addAll(countMap.keySet());
+
+        List<Integer> result = new ArrayList<>();
+        for (int i = 0; i < n && !heap.isEmpty(); i++) {
+            // Poll the highest-count element from the heap and add it to the result list.
+            result.add(heap.poll());
+        }
+
+        return result;
+    }
+
+    public static List<Integer> findByStream(Integer[] arr, int n) {
+        // Create a Map to count occurrences of each element
+        Map<Integer, Long> countMap = Arrays.stream(arr)
+                .collect(Collectors.groupingBy(i -> i, Collectors.counting()));
+
+        // Sort the elements by occurrence count
+        List<Integer> sortedKeys = countMap.entrySet().stream()
+                .sorted(Collections.reverseOrder(Map.Entry.comparingByValue()))
+                .map(Map.Entry::getKey)
+                .collect(Collectors.toList());
+
+        // Extract the n most frequent elements from the sorted list
+        List<Integer> result = new ArrayList<>();
+        for (int i = 0; i < n && i < sortedKeys.size(); i++) {
+            result.add(sortedKeys.get(i));
+        }
+        return result;
+    }
+
+    public static List<Integer> findByTreeMap(Integer[] arr, int n) {
+        // Create a TreeMap and use a reverse order comparator to sort the entries by frequency in descending order
+        Map<Integer, Integer> countMap = new TreeMap<>(Collections.reverseOrder());
+
+        for (int i : arr) {
+            countMap.put(i, countMap.getOrDefault(i, 0) + 1);
+        }
+
+        // Create a list of the map entries and sort them by value (i.e. by frequency) in descending order
+        List<Map.Entry<Integer, Integer>> sortedEntries = new ArrayList<>(countMap.entrySet());
+        sortedEntries.sort((e1, e2) -> e2.getValue().compareTo(e1.getValue()));
+
+        // Extract the n most frequent elements from the sorted list of entries
+        List<Integer> result = new ArrayList<>();
+        for (int i = 0; i < n && i < sortedEntries.size(); i++) {
+            result.add(sortedEntries.get(i).getKey());
+        }
+
+        return result;
+    }
+
+    public static List<Integer> findByBucketSort(Integer[] arr, int n) {
+        List<Integer> result = new ArrayList<>();
+        Map<Integer, Integer> freqMap = new HashMap<>();
+        List<Integer>[] bucket = new List[arr.length + 1];
+
+        // Loop through the input array and update the frequency count of each element in the HashMap
+        for (int num : arr) {
+            freqMap.put(num, freqMap.getOrDefault(num, 0) + 1);
+        }
+
+        // Loop through the HashMap and add each element to its corresponding bucket based on its frequency count
+        for (int num : freqMap.keySet()) {
+            int freq = freqMap.get(num);
+            if (bucket[freq] == null) {
+                bucket[freq] = new ArrayList<>();
+            }
+            bucket[freq].add(num);
+        }
+
+        // Loop through the bucket array in reverse order and add the elements to the result list
+        // until we have found the n most frequent elements
+        for (int i = bucket.length - 1; i >= 0 && result.size() < n; i--) {
+            if (bucket[i] != null) {
+                result.addAll(bucket[i]);
+            }
+        }
+
+        // Return a sublist of the result list containing only the first n elements
+        return result.subList(0, n);
+    }
+
+}
diff --git a/algorithms-modules/algorithms-miscellaneous-7/src/test/java/com/baeldung/algorithms/frequentelements/MostFrequentElementsUnitTest.java b/algorithms-modules/algorithms-miscellaneous-7/src/test/java/com/baeldung/algorithms/frequentelements/MostFrequentElementsUnitTest.java
new file mode 100644
index 0000000000..9fa4862163
--- /dev/null
+++ b/algorithms-modules/algorithms-miscellaneous-7/src/test/java/com/baeldung/algorithms/frequentelements/MostFrequentElementsUnitTest.java
@@ -0,0 +1,33 @@
+package com.baeldung.algorithms.frequentelements;
+
+import org.junit.jupiter.api.Test;
+
+import static org.assertj.core.api.Java6Assertions.assertThat;
+
+public class MostFrequentElementsUnitTest {
+
+    private final Integer[] inputArray = {1, 2, 3, 4, 5, 5, 5, 6, 6, 7, 7, 7, 7, 8, 9, 9, 9, 9, 9};
+    private final int n = 3;
+    private final Integer[] outputArray = {9, 7, 5};
+
+    @Test
+    void givenIntegersArray_UseFindByHashMapAndPriorityQueueMethod_thenReturnMostFrequentElements() {
+        assertThat(MostFrequentElementsFinder.findByHashMapAndPriorityQueue(inputArray, n)).containsExactly(outputArray);
+    }
+
+    @Test
+    void givenIntegersArray_UseFindByBucketSortMethod_thenReturnMostFrequentElements() {
+        assertThat(MostFrequentElementsFinder.findByBucketSort(inputArray, n)).containsExactly(outputArray);
+    }
+
+    @Test
+    void givenIntegersArray_UseFindByStreamMethod_thenReturnMostFrequentElements() {
+        assertThat(MostFrequentElementsFinder.findByStream(inputArray, n)).containsExactly(outputArray);
+    }
+
+    @Test
+    void givenIntegersArray_UseFindByTreeMapMethod_thenReturnMostFrequentElements() {
+        assertThat(MostFrequentElementsFinder.findByTreeMap(inputArray, n)).containsExactly(outputArray);
+    }
+
+}