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Biweekly Contest 44 Q1
Array
Prefix Sum

中文文档

Description

There is a biker going on a road trip. The road trip consists of n + 1 points at different altitudes. The biker starts his trip on point 0 with altitude equal 0.

You are given an integer array gain of length n where gain[i] is the net gain in altitude between points i​​​​​​ and i + 1 for all (0 <= i < n). Return the highest altitude of a point.

 

Example 1:

Input: gain = [-5,1,5,0,-7]
Output: 1
Explanation: The altitudes are [0,-5,-4,1,1,-6]. The highest is 1.

Example 2:

Input: gain = [-4,-3,-2,-1,4,3,2]
Output: 0
Explanation: The altitudes are [0,-4,-7,-9,-10,-6,-3,-1]. The highest is 0.

 

Constraints:

  • n == gain.length
  • 1 <= n <= 100
  • -100 <= gain[i] <= 100

Solutions

Solution 1: Prefix Sum (Difference Array)

We assume the altitude of each point is $h_i$. Since $gain[i]$ represents the altitude difference between the $i$th point and the $(i + 1)$th point, we have $gain[i] = h_{i + 1} - h_i$. Therefore:

$$ \sum_{i = 0}^{n-1} gain[i] = h_1 - h_0 + h_2 - h_1 + \cdots + h_n - h_{n - 1} = h_n - h_0 = h_n $$

which implies:

$$ h_{i+1} = \sum_{j = 0}^{i} gain[j] $$

We can see that the altitude of each point can be calculated through the prefix sum. Therefore, we only need to traverse the array once, find the maximum value of the prefix sum, which is the highest altitude.

In fact, the $gain$ array in the problem is a difference array. The prefix sum of the difference array gives the original altitude array. Then find the maximum value of the original altitude array.

The time complexity is $O(n)$, and the space complexity is $O(1)$. Here, $n$ is the length of the array gain.

Python3

class Solution:
    def largestAltitude(self, gain: List[int]) -> int:
        return max(accumulate(gain, initial=0))

Java

class Solution {
    public int largestAltitude(int[] gain) {
        int ans = 0, h = 0;
        for (int v : gain) {
            h += v;
            ans = Math.max(ans, h);
        }
        return ans;
    }
}

C++

class Solution {
public:
    int largestAltitude(vector<int>& gain) {
        int ans = 0, h = 0;
        for (int v : gain) h += v, ans = max(ans, h);
        return ans;
    }
};

Go

func largestAltitude(gain []int) (ans int) {
	h := 0
	for _, v := range gain {
		h += v
		if ans < h {
			ans = h
		}
	}
	return
}

Rust

impl Solution {
    pub fn largest_altitude(gain: Vec<i32>) -> i32 {
        let mut ans = 0;
        let mut h = 0;
        for v in gain.iter() {
            h += v;
            ans = ans.max(h);
        }
        ans
    }
}

JavaScript

/**
 * @param {number[]} gain
 * @return {number}
 */
var largestAltitude = function (gain) {
    let ans = 0;
    let h = 0;
    for (const v of gain) {
        h += v;
        ans = Math.max(ans, h);
    }
    return ans;
};

PHP

class Solution {
    /**
     * @param Integer[] $gain
     * @return Integer
     */
    function largestAltitude($gain) {
        $max = 0;
        for ($i = 0; $i < count($gain); $i++) {
            $tmp += $gain[$i];
            if ($tmp > $max) {
                $max = $tmp;
            }
        }
        return $max;
    }
}

C

#define max(a, b) (((a) > (b)) ? (a) : (b))

int largestAltitude(int* gain, int gainSize) {
    int ans = 0;
    int h = 0;
    for (int i = 0; i < gainSize; i++) {
        h += gain[i];
        ans = max(ans, h);
    }
    return ans;
}