Count Inversions in Array in DSA Go - Cheat Sheet & Quick Revision

Recall & Review

beginner

What is an inversion in an array?

An inversion is a pair of elements where the first element is greater than the second element, but the first element appears before the second in the array.

beginner

Why do we count inversions in an array?

Counting inversions helps measure how far the array is from being sorted. More inversions mean the array is less sorted.

beginner

What is the naive way to count inversions in an array?

Check every pair of elements and count if the first is greater than the second. This takes O(n²) time.

intermediate

How does the merge sort method help count inversions efficiently?

During merge sort, when merging two sorted halves, we count how many elements from the right half are placed before elements from the left half. This counts inversions in O(n log n) time.

intermediate

What is the time complexity of counting inversions using merge sort?

The time complexity is O(n log n), which is much faster than the naive O(n²) approach.

What does an inversion in an array represent?

A A pair where the first element is smaller and appears before the second

B A pair where the first element is greater and appears before the second

C Two equal elements next to each other

D Any two elements in the array

An inversion is when a larger element appears before a smaller one.

What is the time complexity of the naive method to count inversions?

A O(n²)

B O(n)

C O(n log n)

D O(log n)

The naive method checks all pairs, which takes O(n²) time.

Which sorting algorithm is commonly used to count inversions efficiently?

A Selection Sort

B Insertion Sort

C Bubble Sort

D Merge Sort

Merge Sort can count inversions during the merge step efficiently.

During merge sort, when do we count inversions?

A When splitting the array

B After sorting completes

C When merging two sorted halves

D Before sorting starts

Inversions are counted while merging two sorted halves.

If an array is already sorted, how many inversions does it have?

A Zero inversions

B Maximum inversions

C Half the maximum inversions

D Cannot be determined

A sorted array has zero inversions because no element is out of order.

Explain what an inversion in an array is and why counting inversions is useful.

Think about pairs where order is reversed.

Describe how merge sort can be used to count inversions efficiently.

Focus on the merge step and how it reveals inversions.

Practice

1. What does the term inversion mean in the context of an array?

easy

A. A pair of elements where the first is smaller than the second and appears before it

B. A pair of elements where the first is greater than the second and appears before it

C. The total number of elements in the array

D. The sum of all elements in the array

Solution

1. Step 1: Understand the definition of inversion

   An inversion is a pair of elements (i, j) such that i < j but array[i] > array[j].

2. Step 2: Identify the correct description

   A pair of elements where the first is greater than the second and appears before it correctly describes this condition as the first element being greater and appearing before the second.

3. Final Answer:

   A -> Option B

4. Quick Check:

   Inversion = pair where first > second and first appears earlier [OK]

Hint: Inversion means earlier element is bigger than a later one [OK]

Common Mistakes:

• Confusing inversion with sorted order
• Thinking inversion counts equal or smaller pairs
• Mixing up element positions

2. Which of the following Go code snippets correctly declares a function to count inversions in an integer slice?

easy

A. func countInversions(arr []int) int { return 0 }

B. func countInversions(arr int[]) int { return 0 }

C. func countInversions(arr []int) void { return 0 }

D. func countInversions(arr []int) int { return "0" }

Solution

1. Step 1: Check function signature syntax in Go

   In Go, a function with an integer slice parameter and integer return type is declared as func name(arr []int) int.

2. Step 2: Validate return statement type

   func countInversions(arr []int) int { return 0 } returns an integer 0, matching the return type. Other options have syntax errors or wrong return types.

3. Final Answer:

   C -> Option A

4. Quick Check:

   Correct Go function syntax returns int [OK]

Hint: Go slices use []int, return type after params [OK]

Common Mistakes:

• Using wrong slice syntax like int[]
• Returning wrong type like string instead of int
• Using void instead of int for return type

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

func main() {
    arr := []int{2, 4, 1, 3, 5}
    fmt.Println(countInversions(arr))
}

func countInversions(arr []int) int {
    count := 0
    for i := 0; i < len(arr); i++ {
        for j := i + 1; j < len(arr); j++ {
            if arr[i] > arr[j] {
                count++
            }
        }
    }
    return count
}

medium

A. 4

B. 5

C. 2

D. 3

Solution

1. Step 1: Identify all inversion pairs in the array

   Array: [2, 4, 1, 3, 5]. Inversions are (2,1), (4,1), (4,3). Total = 3.

2. Step 2: Confirm count from nested loops

   Loops check all pairs i

3. Final Answer:

   3 -> Option D

4. Quick Check:

   Inversions counted = 3 [OK]

Hint: Count pairs where earlier number is bigger [OK]

Common Mistakes:

• Counting pairs where first is smaller
• Missing some inversion pairs
• Confusing index order

4. The following Go function is intended to count inversions but has a bug. What is the bug?

func countInversions(arr []int) int {
    count := 0
    for i := 0; i <= len(arr); i++ {
        for j := i + 1; j < len(arr); j++ {
            if arr[i] > arr[j] {
                count++
            }
        }
    }
    return count
}

medium

A. The outer loop uses <= causing index out of range error

B. The inner loop starts from wrong index

C. The comparison operator should be < instead of >

D. The count variable is not initialized

Solution

1. Step 1: Analyze loop boundaries

   The outer loop runs with i <= len(arr), which means i can equal len(arr), causing arr[i] to be out of range.

2. Step 2: Identify correct loop condition

   The loop should use i < len(arr) to avoid accessing invalid index.

3. Final Answer:

   The outer loop uses <= causing index out of range error -> Option A

4. Quick Check:

   Loop index must be less than length [OK]

Hint: Loop index must be less than length, not less or equal [OK]

Common Mistakes:

• Using <= instead of < in loops
• Starting inner loop at wrong index
• Wrong comparison operator

5. Given the array [8, 4, 2, 1], which approach is the most efficient to count inversions and what is the inversion count?

hard

A. Use bubble sort swaps count; inversion count is 4

B. Use brute force nested loops; inversion count is 6

C. Use merge sort based method; inversion count is 6

D. Use quicksort partition count; inversion count is 3

Solution

1. Step 1: Understand efficient inversion counting

   Merge sort based method counts inversions in O(n log n) time, more efficient than brute force O(n²).

2. Step 2: Calculate inversion count for [8,4,2,1]

   Inversions: (8,4), (8,2), (8,1), (4,2), (4,1), (2,1) = 6 total.

3. Final Answer:

   Use merge sort based method; inversion count is 6 -> Option C

4. Quick Check:

   Merge sort counts 6 inversions efficiently [OK]

Hint: Use merge sort for fast inversion count [OK]

Common Mistakes:

• Using slow brute force for large arrays
• Miscounting inversion pairs
• Confusing inversion count with swap count