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Maximum of Absolute Value Expression

Number: 1230

Difficulty: Medium

Paid? No

Companies: Microsoft


Problem Description

Given two arrays of integers arr1 and arr2 of equal length, find the maximum value of: |arr1[i] - arr1[j]| + |arr2[i] - arr2[j]| + |i - j| for all valid indices 0 <= i, j < arr1.length.


Key Insights

  • The expression involves absolute differences over three terms: two from the arrays and one from the indices.
  • By considering different sign combinations, we can transform the expression into four different linear forms.
  • Tracking the maximum and minimum values for each transformed expression allows for a direct calculation of the answer.
  • Only one pass through the arrays is necessary, resulting in an efficient O(n) solution.

Space and Time Complexity

Time Complexity: O(n)
Space Complexity: O(1)


Solution

We transform the original expression into four forms to account for different sign combinations:

  1. T1(i) = arr1[i] + arr2[i] + i
  2. T2(i) = arr1[i] + arr2[i] - i
  3. T3(i) = arr1[i] - arr2[i] + i
  4. T4(i) = arr1[i] - arr2[i] - i

For each transformation, iterate through the arrays keeping track of maximum and minimum values. The maximum difference for a transformed sequence is given by (max - min). The overall answer is the maximum among these four differences. This greedy approach avoids a double loop and efficiently computes the result in one pass.


Code Solutions

# Python solution for Maximum of Absolute Value Expression
def maxAbsValExpr(arr1, arr2):
    # Initialize variables to store maximum and minimum values for each transformation
    t1_max = t2_max = t3_max = t4_max = float('-inf')
    t1_min = t2_min = t3_min = t4_min = float('inf')
    
    # Process each index in arr1 and arr2
    for i in range(len(arr1)):
        a = arr1[i]
        b = arr2[i]
        # Transformations based on different sign combinations
        t1 = a + b + i
        t2 = a + b - i
        t3 = a - b + i
        t4 = a - b - i
        
        # Update t1 tracking
        t1_max = max(t1_max, t1)
        t1_min = min(t1_min, t1)
        
        # Update t2 tracking
        t2_max = max(t2_max, t2)
        t2_min = min(t2_min, t2)
        
        # Update t3 tracking
        t3_max = max(t3_max, t3)
        t3_min = min(t3_min, t3)
        
        # Update t4 tracking
        t4_max = max(t4_max, t4)
        t4_min = min(t4_min, t4)
    
    # Compute the maximum differences for all transformations
    result = max(t1_max - t1_min, t2_max - t2_min, t3_max - t3_min, t4_max - t4_min)
    return result

# Example usage:
print(maxAbsValExpr([1, 2, 3, 4], [-1, 4, 5, 6]))  # Expected output: 13
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