Add Big-O time and space complexity comments for sorting algorithms

src/main/java/com/thealgorithms/sorts/BubbleSort.java

@@ -10,6 +10,13 @@ class BubbleSort implements SortAlgorithm {
     /**
      * Implements generic bubble sort algorithm.
      *
+     * Time Complexity:
+     * - Best case: O(n) – array is already sorted.
+     * - Average case: O(n^2)
+     * - Worst case: O(n^2)
+     *
+     * Space Complexity: O(1) – in-place sorting.
+     *
      * @param array the array to be sorted.
      * @param <T> the type of elements in the array.
      * @return the sorted array.

src/main/java/com/thealgorithms/sorts/HeapSort.java

@@ -1,9 +1,20 @@
 package com.thealgorithms.sorts;
 
 /**
- * Heap Sort Algorithm Implementation
+ * Heap Sort algorithm implementation.
+ *
+ * Heap sort converts the array into a max-heap and repeatedly extracts the maximum
+ * element to sort the array in increasing order.
+ *
+ * Time Complexity:
+ * - Best case: O(n log n)
+ * - Average case: O(n log n)
+ * - Worst case: O(n log n)
+ *
+ * Space Complexity: O(1) – in-place sorting
  *
  * @see <a href="https://en.wikipedia.org/wiki/Heapsort">Heap Sort Algorithm</a>
+ * @see SortAlgorithm
  */
 public class HeapSort implements SortAlgorithm {
 

src/main/java/com/thealgorithms/sorts/InsertionSort.java

@@ -1,5 +1,23 @@
 package com.thealgorithms.sorts;
 
+/**
+ * Generic Insertion Sort algorithm.
+ *
+ * Standard insertion sort iterates through the array and inserts each element into its
+ * correct position in the sorted portion of the array.
+ *
+ * Sentinel sort is a variation that first places the minimum element at index 0 to
+ * avoid redundant comparisons in subsequent passes.
+ *
+ * Time Complexity:
+ * - Best case: O(n) – array is already sorted (sentinel sort can improve slightly)
+ * - Average case: O(n^2)
+ * - Worst case: O(n^2) – array is reverse sorted
+ *
+ * Space Complexity: O(1) – in-place sorting
+ *
+ * @see SortAlgorithm
+ */
 class InsertionSort implements SortAlgorithm {
 
     /**

src/main/java/com/thealgorithms/sorts/MergeSort.java

@@ -13,11 +13,16 @@ class MergeSort implements SortAlgorithm {
     private Comparable[] aux;
 
     /**
-     * Generic merge sort algorithm implements.
+     * Generic merge sort algorithm.
      *
-     * @param unsorted the array which should be sorted.
-     * @param <T> Comparable class.
-     * @return sorted array.
+     * Time Complexity:
+     * - Best case: O(n log n)
+     * - Average case: O(n log n)
+     * - Worst case: O(n log n)
+     *
+     * Space Complexity: O(n) – requires auxiliary array for merging.
+     *
+     * @see SortAlgorithm
      */
     @Override
     public <T extends Comparable<T>> T[] sort(T[] unsorted) {

src/main/java/com/thealgorithms/sorts/QuickSort.java

@@ -8,9 +8,16 @@
 class QuickSort implements SortAlgorithm {
 
     /**
-     * This method implements the Generic Quick Sort
+     * Generic Quick Sort algorithm.
      *
-     * @param array The array to be sorted Sorts the array in increasing order
+     * Time Complexity:
+     * - Best case: O(n log n) – pivot splits array roughly in half each time.
+     * - Average case: O(n log n)
+     * - Worst case: O(n^2) – occurs when pivot consistently produces unbalanced splits.
+     *
+     * Space Complexity: O(log n) – recursion stack, in-place sorting.
+     *
+     * @see SortAlgorithm
      */
     @Override
     public <T extends Comparable<T>> T[] sort(T[] array) {

src/main/java/com/thealgorithms/sorts/SelectionSort.java

@@ -2,11 +2,16 @@
 
 public class SelectionSort implements SortAlgorithm {
     /**
-     * Sorts an array of comparable elements in increasing order using the selection sort algorithm.
+     * Generic Selection Sort algorithm.
      *
-     * @param array the array to be sorted
-     * @param <T> the class of array elements
-     * @return the sorted array
+     * Time Complexity:
+     * - Best case: O(n^2)
+     * - Average case: O(n^2)
+     * - Worst case: O(n^2)
+     *
+     * Space Complexity: O(1) – in-place sorting.
+     *
+     * @see SortAlgorithm
      */
     @Override
     public <T extends Comparable<T>> T[] sort(T[] array) {

src/main/java/com/thealgorithms/sorts/TopologicalSort.java

@@ -11,9 +11,16 @@
  * a linked list. A Directed Graph is proven to be acyclic when a DFS or Depth First Search is
  * performed, yielding no back-edges.
  *
- * https://en.wikipedia.org/wiki/Topological_sorting
+ * Time Complexity: O(V + E)
+ *   - V: number of vertices
+ *   - E: number of edges
  *
- * @author Jonathan Taylor (https://github.com/Jtmonument)
+ * Space Complexity: O(V + E)
+ *   - adjacency list and recursion stack in DFS
+ *
+ * Reference: https://en.wikipedia.org/wiki/Topological_sorting
+ *
+ * Author: Jonathan Taylor (https://github.com/Jtmonument)
  * Based on Introduction to Algorithms 3rd Edition
  */
 public final class TopologicalSort {