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挑戰 blind 75: 以圖解方式練習解題系列 第 63

圖解 blind 75: Dynamic Programming - House Robber(2/3)

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House Robber

You are a professional robber planning to rob houses along a street. Each house has a certain amount of money stashed, the only constraint stopping you from robbing each of them is that adjacent houses have security systems connected and it will automatically contact the police if two adjacent houses were broken into on the same night.

Given an integer array nums representing the amount of money of each house, return the maximum amount of money you can rob tonight without alerting the police.

Examples

Example 1:

Input: nums = [1,2,3,1]
Output: 4
Explanation: Rob house 1 (money = 1) and then rob house 3 (money = 3).
Total amount you can rob = 1 + 3 = 4.

Example 2:

Input: nums = [2,7,9,3,1]
Output: 12
Explanation: Rob house 1 (money = 2), rob house 3 (money = 9) and rob house 5 (money = 1).
Total amount you can rob = 2 + 9 + 1 = 12.

Constraints:

  • 1 <= nums.length <= 100
  • 0 <= nums[i] <= 400

解析

題目給定一個整數陣列 nums , 每個值 nums[i] 代表第 i 家的財寶數量

如果連續搶走兩家相鄰的財寶會引發警報

要求寫一個演算法來找出在不觸發警報的情況下能夠拿走的最多財寶

首先思考

以第幾家開始拿做思考

第0家開始拿取最多財寶

= max( 拿走第0 家的財寶+ 從第 2 家開始拿取到最多財寶,從第 1 家開始拿取到最多財寶)

假設從第 i 家拿取到最多財寶表示為 f(i)

則會有以下關係式

f(i) = max(num[i]+ f(i+2), f(i+1))

從後往前算出這個遞迴問題,避免重複運算

所以時間複雜度是 O(n)

程式碼

package sol

func rob(nums []int) int {
	numsLen := len(nums)
	prevTwo := 0
	prevOne := nums[numsLen-1]
	currentMax := 0
	for start := numsLen - 2; start >= 0; start-- {
		currentMax = max(nums[start]+prevTwo, prevOne)
		prevTwo = prevOne
		prevOne = currentMax
	}
	return max(prevOne, prevTwo)
}

func max(a, b int) int {
	if a > b {
		return a
	}
	return b
}

困難點

  1. 要看出拿取財寶的遞迴關係

Solve Point

  • [x] 初始化 prevTwo = 0, prevOne = nums[len(nums)-1]
  • [x] 透過 f(i) = max(nums[i]+f(i+2), f(i+1)) 來推算從 i 開始拿到的最大值

上一篇
圖解 blind 75: Dynamic Programming - Climbing Stairs(1/3)
下一篇
圖解 blind 75: Dynamic Programming - House Robber II(3/3)
系列文
挑戰 blind 75: 以圖解方式練習解題93
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