【数据结构与算法】二分查找

发布于:2025-05-14 ⋅ 阅读:(17) ⋅ 点赞:(0)

  冀以尘雾之微补益山海,萤烛末光增辉日月。

前言  

  这是我自己学习蓝桥杯算法的第三篇博客总结。

  上一期笔记是关于滑动窗口算法,没看的同学可以过去看看:
【数据结构与算法】滑动窗口算法_c++滑动窗口算法-CSDN博客https://blog.csdn.net/hsy1603914691/article/details/146181746?sharetype=blogdetail&sharerId=146181746&sharerefer=PC&sharesource=hsy1603914691&spm=1011.2480.3001.8118

技巧 

基础模板

1. 定义两个指针来表示两边端点left--->左端点right--->右端点

2. 二分查找的区间为[left,right],闭区间内任意一点都为未知数

3. 循环的判断结束条件为left<=right,时间复杂度为O(logN)

4. 为了防止整数溢出,可以使用mid=left+(right-left)/2mid=left+(right-left+1)/2

5. 当数组中元素的个数为偶数时,left+(right-left)/2求出的是偏左的中点,left+(right-left+1)/2求出的是偏右的中点;当数组中元素的个数为奇数时,两者都是正好找到中点

6. 适用二分查找的情况数组具备二段性而非单调性所以二分查找的重点是去发现数组的二段性

while(left<=right)
{
    int mid=left+(right-left)/2;
    if(nums[mid]>target)
        right=mid-1;
    else if(nums[mid]<target)
        left=mid+1;
    else
         return mid;
}

左查找模板 

1. 定义两个指针来表示两边端点left--->左端点right--->右端点

2. 二分查找的区间为[left,right],闭区间内任意一点都为未知数

3. 循环的判断结束条件为left<right不能取等号(会陷入死循环),时间复杂度为O(logN)

4. 为了防止整数溢出,只能使用mid=left+(right-left)/2,不能使用mid=left+(right-left+1)/2(会陷入死循环)

5. 查找左端点right必须承担等号;查找右端点left必须承担等号

6. 若两种情况均未触发+1或-1操作,算法将在left==right-1时,进入无限循环状态

while(left<right)
{
    int mid=left+(right-left)/2;
    if(nums[mid]<target)
        left=mid+1;
    else
        right=mid;
}
//跳出循环时:left==right
if(nums[left]==target)
    return left;

右查找模板  

1. 定义两个指针来表示两边端点left--->左端点right--->右端点

2. 二分查找的区间为[left,right],闭区间内任意一点都为未知数

3. 循环的判断结束条件为left<right不能取等号(会陷入死循环),时间复杂度为O(logN)

4. 为了防止整数溢出,只能使用mid=left+(right-left+1)/2,不能使用mid=left+(right-left)/2(会陷入死循环)

5. 查找左端点right必须承担等号;查找右端点left必须承担等号

6. 若两种情况均未触发+1或-1操作,算法将在left==right-1时,进入无限循环状态

while(left<right)
{
    int mid=left+(right-left+1)/2;
    if(nums[mid]=<target)
        left=mid;
    else
        right=mid-1;
}
//跳出循环时:left==right
if(nums[right]==target)
    return right;

例题 

1. leetcode-704题: 

704. 二分查找 - 力扣(LeetCode)https://leetcode.cn/problems/binary-search/

class Solution {
public:
    int search(vector<int>& nums, int target) 
    {
        int left=0,right=nums.size()-1;
        while(left<=right)
        {
            int mid=left+(right-left)/2;
            if(target<nums[mid])
                right=mid-1;
            else if(target>nums[mid])
                left=mid+1;
            else
                return mid;
        }
        return -1;
    }
};

2. leetcode-34题: 

34. 在排序数组中查找元素的第一个和最后一个位置 - 力扣(LeetCode)https://leetcode.cn/problems/find-first-and-last-position-of-element-in-sorted-array/submissions/628784409/

class Solution {
public:
    vector<int> searchRange(vector<int>& nums, int target) 
    {
        vector<int> v;
        int left=0,right=nums.size()-1;
        if(nums.size()==0)
            return {-1,-1};

        while(left<right)//找左端点
        {
            int mid=left+(right-left)/2;
            if(nums[mid]<target)
                left=mid+1;
            else
                right=mid;
        }
        if(nums[left]==target)
            v.push_back(left);
        else
            return {-1,-1};

        left=0,right=nums.size()-1;
        while(left<right)//找右端点
        {
            int mid=left+(right-left+1)/2;
            if(nums[mid]>target)
                right=mid-1;
            else
                left=mid;
        }
        if(nums[right]==target)
            v.push_back(right);
        else
            return {-1,-1};
        
        return v;
    }
};

3. leetcode-69题:  

69. x 的平方根 - 力扣(LeetCode)https://leetcode.cn/problems/sqrtx/

class Solution {
public:
    int mySqrt(int x) 
    {
        int i=0;
        while(1)
        {
            if((long long)i*i<=(long long)x&&(long long)(i+1)*(i+1)>(long long)x)
                return i;
            i++;
        }
    }
};
class Solution {
public:
    int mySqrt(int x) 
    {
        if(x<1)
            return 0;
        long long left=0,right=x;
        while(left<right)
        {
            long long mid=left+(right-left+1)/2;
            if(mid*mid<=x)
                left=mid;
            else
                right=mid-1;
        }
        return left;
    }
};

4. leetcode-35题:  

35. 搜索插入位置 - 力扣(LeetCode)https://leetcode.cn/problems/search-insert-position/

class Solution {
public:
    int searchInsert(vector<int>& nums, int target) 
    {
        if(target>nums[nums.size()-1])
            return nums.size();
        int left=0,right=nums.size()-1;
        left=0,right=nums.size()-1;
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(nums[mid]<target)
                left=mid+1;
            else
                right=mid;
        }
        return right;
    }
};

5. leetcode-852题:   

852. 山脉数组的峰顶索引 - 力扣(LeetCode)https://leetcode.cn/problems/peak-index-in-a-mountain-array/

class Solution {
public:
    int peakIndexInMountainArray(vector<int>& arr) 
    {
        int left=0,right=arr.size()-1;
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(arr[mid]>arr[mid+1])
                right=mid;
            else
                left=mid;
            if(left==right-1)
                break;
        }
        if(arr[left]<arr[right])
            return right;
        else
            return left;
    }
};
class Solution {
public:
    int peakIndexInMountainArray(vector<int>& arr) 
    {
        int left=0,right=arr.size()-1;
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(arr[mid]>arr[mid+1])
                right=mid;
            else
                left=mid+1;
        }
        return left;
    }
};

6. leetcode-162题: 

162. 寻找峰值 - 力扣(LeetCode)https://leetcode.cn/problems/find-peak-element/submissions/629136551/

class Solution {
public:
    int findPeakElement(vector<int>& nums) 
    {
        int left=0,right=nums.size()-1;
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(nums[mid]<nums[mid+1])
                left=mid+1;
            else
                right=mid;
        }
        return left;
    }
};

7. leetcode-162题

153. 寻找旋转排序数组中的最小值 - 力扣(LeetCode)https://leetcode.cn/problems/find-minimum-in-rotated-sorted-array/submissions/629221865/

class Solution {
public:
    int findMin(vector<int>& nums) 
    {
        if(nums.size()==1)
            return nums[0];
        int left=0,right=nums.size()-1;
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(nums[mid]>nums[mid+1])
            {
                right=mid+1;
                break;
            }
            else if (nums[mid]>nums[0])
                left=mid+1;
            else
                right=mid;
        }
        int ret=min(nums[right],nums[0]);
        return ret;
    }
};
class Solution {
public:
    int findMin(vector<int>& nums) 
    {
        if(nums.size()==1)
            return nums[0];
        int left=0,right=nums.size()-1;
        int x=nums[nums.size()-1];
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(nums[mid]>x)
                left=mid+1;
            else
                right=mid;
        }
        return nums[right];
    }
};

8. leetcode-173题 

LCR 173. 点名 - 力扣(LeetCode)https://leetcode.cn/problems/que-shi-de-shu-zi-lcof/description/

class Solution {
public:
    int takeAttendance(vector<int>& records) 
    {
        int left=0,right=records.size()-1;
        while(left<right)
        {
            int mid=left+(right-left)/2;
            if(records[mid]==mid)
                left=mid+1;
            else
                right=mid;
        }
        if(records[right]==right)
            return right+1;
        else
            return right;
    }
};

致谢

  感谢您花时间阅读这篇文章!如果您对本文有任何疑问、建议或是想要分享您的看法,请不要犹豫,在评论区留下您的宝贵意见。每一次互动都是我前进的动力,您的支持是我最大的鼓励。期待与您的交流,让我们共同成长,探索技术世界的无限可能!


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