Generate All Subsets Powerset in DSA Java - Time & Space Complexity

Time Complexity: Generate All Subsets Powerset

O(n * 2^n)

Understanding Time Complexity

When we generate all subsets (powerset) of a set, we want to know how the time needed grows as the set gets bigger.

We ask: How does the work increase when the input size increases?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

public void generateSubsets(int[] nums) {
    List> result = new ArrayList<>();
    backtrack(0, nums, new ArrayList<>(), result);
}

private void backtrack(int start, int[] nums, List current, List> result) {
    result.add(new ArrayList<>(current));
    for (int i = start; i < nums.length; i++) {
        current.add(nums[i]);
        backtrack(i + 1, nums, current, result);
        current.remove(current.size() - 1);
    }
}
    

This code generates all subsets of the input array by exploring each element's inclusion or exclusion recursively.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: Recursive calls exploring each subset possibility.
• How many times: Each element can be either included or excluded, leading to 2^n subsets.

How Execution Grows With Input

As the input size grows, the number of subsets doubles for each new element added.

Input Size (n)	Approx. Operations
10	About 2^10 = 1,024 subsets
20	About 2^20 = 1,048,576 subsets
30	About 2^30 = 1,073,741,824 subsets

Pattern observation: The work doubles with each additional element, growing exponentially.

Final Time Complexity

Time Complexity: O(n * 2^n)

This means the time grows very fast because we explore all subsets, and each subset can take up to n steps to build.

Common Mistake

[X] Wrong: "Generating all subsets is just O(2^n) because there are 2^n subsets."

[OK] Correct: We also spend time copying each subset which can take up to n steps, so the total time is actually O(n * 2^n).

Interview Connect

Understanding this complexity helps you explain why generating all subsets is expensive and shows you can analyze recursive algorithms well.

Self-Check

What if we only needed subsets of a fixed size k? How would the time complexity change?

Practice

1. What does the term powerset mean in the context of subsets?

easy

A. All possible subsets of a given set, including empty and full set

B. Only the subsets with exactly two elements

C. The set of elements that are not in the original set

D. The largest subset of a given set

Solution

1. Step 1: Understand the definition of powerset

   The powerset of a set is the collection of all possible subsets, including the empty set and the set itself.

2. Step 2: Compare options with definition

   All possible subsets of a given set, including empty and full set correctly describes the powerset as all subsets. Other options describe partial or unrelated concepts.

3. Final Answer:

   All possible subsets of a given set, including empty and full set -> Option A

4. Quick Check:

   powerset = all subsets [OK]

Hint: Powerset means every subset possible, including empty [OK]

Common Mistakes:

• Thinking powerset excludes empty set
• Confusing powerset with subsets of fixed size
• Assuming powerset means complement sets

2. Which of the following Java method signatures correctly represents a function that returns all subsets of an integer array?

easy

A. public int generateSubsets(int[] nums)

B. public void generateSubsets(int[] nums)

C. public List generateSubsets(int[] nums)

D. public List<Integer> generateSubsets(int nums)

Solution

1. Step 1: Identify return type for all subsets

   All subsets of an integer array require returning a list of lists of integers, so return type should be List.

2. Step 2: Check method parameters and return type

   public List generateSubsets(int[] nums) matches correct return type and parameter. Options A and C have wrong return types, and D has wrong parameter type.

3. Final Answer:

   public List<List<Integer>> generateSubsets(int[] nums) -> Option C

4. Quick Check:

   Return type must hold all subsets = List of List [OK]

Hint: Return type for subsets is List of List of Integers [OK]

Common Mistakes:

• Using int return type instead of list
• Using void return type without output
• Passing single int instead of int array

3. What is the output of the following Java code snippet?

public static List subsets(int[] nums) {
    List result = new ArrayList<>();
    result.add(new ArrayList<>());
    for (int num : nums) {
        int size = result.size();
        for (int i = 0; i < size; i++) {
            List<Integer> subset = new ArrayList<>(result.get(i));
            subset.add(num);
            result.add(subset);
        }
    }
    return result;
}

// Called with nums = {1, 2}

medium

A. [[], [1], [2], [1, 2]]

B. [[1], [2], [1, 2]]

C. [[], [1, 2]]

D. [[1], [2]]

Solution

1. Step 1: Initialize result with empty subset

   Initially, result = [[]].

2. Step 2: Iterate over nums and add new subsets

   For num=1, add [1] to result: result = [[], [1]]. For num=2, add [2] and [1,2]: result = [[], [1], [2], [1, 2]].

3. Final Answer:

   [[], [1], [2], [1, 2]] -> Option A

4. Quick Check:

   All subsets of {1,2} = [[], [1], [2], [1, 2]] [OK]

Hint: Start with empty set, add each number to existing subsets [OK]

Common Mistakes:

• Forgetting to include empty subset
• Adding subsets in wrong order
• Missing combined subsets like [1, 2]

4. Identify the error in the following Java code that attempts to generate all subsets of an integer array:

public static List subsets(int[] nums) {
    List result = new ArrayList<>();
    for (int num : nums) {
        int size = result.size();
        for (int i = 0; i < size; i++) {
            List<Integer> subset = new ArrayList<>(result.get(i));
            subset.add(num);
            result.add(subset);
        }
    }
    result.add(new ArrayList<>());
    return result;
}

medium

A. The input array should be converted to a list first

B. The inner loop should run from size-1 to 0

C. The method should return an int, not a list

D. Empty subset is added at the end, should be added before loop

Solution

1. Step 1: Check when empty subset is added

   Empty subset must be added before starting to build subsets, so that initial subsets exist.

2. Step 2: Analyze code flow

   Here, empty subset is added after loops, so result.size() is zero initially and inner loop never runs, producing empty result except empty subset at end.

3. Final Answer:

   Empty subset is added at the end, should be added before loop -> Option D

4. Quick Check:

   Empty subset must be first for subsets to build [OK]

Hint: Add empty subset before loops to start building subsets [OK]

Common Mistakes:

• Adding empty subset after loops
• Incorrect loop ranges causing no subsets
• Returning wrong data type

5. Given an integer array nums that may contain duplicates, which modification to the standard subsets generation algorithm ensures the powerset contains no duplicate subsets?

hard

A. Only generate subsets of fixed size to avoid duplicates

B. Sort the array first and skip adding subsets that duplicate the last added subset

C. Generate subsets normally without changes; duplicates are automatically handled

D. Use a HashSet to store subsets and convert back to list at the end

Solution

1. Step 1: Understand duplicates in subsets

   Duplicates in input cause duplicate subsets if not handled.

2. Step 2: Use sorting and skip duplicates

   Sorting groups duplicates together. While generating subsets, skip adding subsets that duplicate the last added subset to avoid duplicates.

3. Final Answer:

   Sort the array first and skip adding subsets that duplicate the last added subset -> Option B

4. Quick Check:

   Sort + skip duplicates = unique subsets [OK]

Hint: Sort input and skip duplicates during subset generation [OK]

Common Mistakes:

• Ignoring duplicates causing repeated subsets
• Using HashSet but forgetting order or conversion
• Assuming duplicates don't affect subsets