Skip to content

Latest commit

 

History

History
415 lines (357 loc) · 9.06 KB

binary_search.md

File metadata and controls

415 lines (357 loc) · 9.06 KB
Raw

Binary search

prerequisite data structure should be monotonically sorted in increasing order or descending order.

TC - O(log(n))

int binary_search(int arr[],int size,int target){
    int start = 0;
    int end = size -1;
    int mid = start + (end - start) /2;
    while(start < end){
        if(target == arr[mid]){
            return mid; //index of target in arr
        }
        else if(target < arr[mid]){
            end =mid - 1;
        } else {
            start = mid + 1;
        }
    }
    return -1; //no answer found
}

using STL library binary search

vector<int> v = {1,2,4,6,7};
int target = 4;
if(binary_search(v.begin(),v.end(),target)){
    cout<<"answer found"<<endl;
} else {
    cout<<"answer not found"<<endl;
}
// for array
int size = 4;
int arr[size] = {1,4,5,6};
int target2 = 5;
int ans = binary_search(arr,arr+size,5);

Find first occurrence

int first_occ(vector<int> v,int target){
    int s = 0;
    int e  = v.size() -1;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<=e){
        if(arr[mid]==target){
            // store and still search left side
            ans = arr[mid];
            end = mid - 1;
        } else if(arr[mid]<=target) {
            start = mid + 1;
        } else {
            end = mid - 1;
        }
        mid = s + (e-s)/2;
    }
    return ans;
}

STL way of first occurrence

int ans = lower_bound(v.begin(), v.end(),target);
cout<<ans-v.begin(); //index of first occurrence

similarly last occurence of target

int first_occ(vector<int> v,int target){
    int s = 0;
    int e  = v.size() -1;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<=e){
        if(arr[mid]==target){
            // store and still search left side
            ans = arr[mid];
            start = mid + 1;
        } else if(arr[mid]<=target) {
            start = mid + 1;
        } else {
            end = mid - 1;
        }
        mid = s + (e-s)/2;
    }
    return ans;
}

STL way of last occurrence

int ans = upper_bound(v.begin(), v.end(),target);
cout<<ans-v.begin(); //index of first occurrence

Total number of occurrences

answer is lastoccurrence - first occurrence

int ans = upper_bound(v.begin(),v.end(),target) - lower_bound(v.begin(),v.end,target);
class Solution {
public:
    int binarySearch(vector<int> arr, int target, int start, int end) {

    int mid = start + (end - start ) / 2;

    while(start <= end) {
        int element = arr[mid];

        if(element == target) {//element found, then return index
        return mid;
        }

        if(target < element) {
        //search in left
        end = mid - 1;
        }
        else {
        //search in right
        start = mid + 1;
        }

        mid = start + (end - start ) / 2;

    }

  //element not found
  return -1;

}
    int findPivot(vector<int> arr) {
    int s = 0;
    int e = arr.size() - 1;
    int mid = s + (e-s)/2;

    while(s < e) {
        if(mid+1 < arr.size() && arr[mid] > arr[mid+1])
        return mid;
        if(mid-1 >= 0 && arr[mid-1] > arr[mid])
        return mid-1;

        if(arr[s] >= arr[mid])
        e = mid - 1;
        else
        s = mid ;
        mid = s + (e-s)/2;
    }
    return s;
    }

    int search(vector<int>& nums, int target) {
        int pivotIndex = findPivot(nums);

        if(target >= nums[0] && target <= nums[pivotIndex]){
            //search in array A
            int ans = binarySearch(nums, target, 0, pivotIndex);
            return ans;
        }

        if(pivotIndex+1 < nums.size() &&
        target >= nums[pivotIndex+1] && target <= nums[nums.size()-1]){
            //search in array B
            int ans = binarySearch(nums, target, pivotIndex+1, nums.size()-1);
            return ans;
        }
        return -1;

    }
};

Find missing element

n given and elements from 1 to n present in n-1 size array one missing find that element?

  1. ans = total_sum - sum_of_array

  2. using binary search
    sort the array first and notice this thing

    | array |1 2 3 4 6 7 8|
| --- | --- |
|index | 0 1 2 3 4 5 6|

before index 4 , ```index + 1 == arr[index]``` but after index 4 ```index + 2 == arr[index]```

int first_missing(vector<int> v,int target){
    int s = 0;
    int e  = v.size() -1;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<=e){
        if(arr[mid]==mid+1){
            // mean left side all is ok ans is in right side
            start = mid + 1;
        } else {    // another case is arr[mid] == mid+2
            //mean ans is in right side
            ans = mid+1; //+1 because want to return missing number not its index
            end = mid - 1;
        }
        mid = s + (e-s)/2;
    }
    return ans;
}

Find peak element in a mountain array

int find_peak(vector<int> v,int target){
    int s = 0;
    int e  = v.size() -1;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<e){
        if(arr[mid] < arr[mid + 1]){
            //right search
            // on left slope
            start = mid + 1;
        } else {
            end = mid;
        }
        mid = s + (e-s)/2;
    }
    return s;
}

Find pivot

int find_pivot(vector<int> v,int target){
    int s = 0;
    int e  = v.size() -1;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<e){
        if(mid+1 < arr.size() && arr[mid] > arr[mid + 1]){
            //found answer
            return mid;
        } else if(mid-1>=0 && arr[mid] > arr[mid - 1]){
            return mid;
        }
        if(arr[s] < arr[mid]){
            //mean on left slope
            start = mid + 1;
        } else {
            end = mid - 1;
        }
        mid = s + (e-s)/2;
    }
    return s;
}

search in rotated sorted array (application of finding pivot element)

once pivot element is found perform binary search on left side and right side of array.

Find square root

int find_sq_root(int n){
    int s = 0;
    int e  = n;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<=e){
        if(mid*mid == n){
            return mid;
        } else if(mid*mid < n){
            ans = mid;
            start = mid+1;
        } else {
            end = mid-1;
        }
    }
    return ans;
}

Binary search in nearly sorted array

element at index i - possible it will be on either of i-1,i or i+1 index, apart from them if we reorder i-1,i,i+1 it will in monotically increasing order or descending order

int nearly_sorted(vector<int> arr,int target){
    int s = 0;
    int e  = arr.size() - 1;
    int mid = s + (e-s)/2;
    while(s<=e){
        if(arr[mid]==target){
            return mid;
        } else if(mid+1 < arr.size() && arr[mid+1]==target){
            return mid+1;
        } else if(mid-1>=0 && arr[mid-1]==target){
            return mid-1;
        }

        if(arr[mid]>target){
            s = mid + 2;
        } else {
            e = mid-2;
        }
        mid = s + (e-s)/2;
    }
    return -1; // answer not found
}

Divide two numbers using binary search

int nearly_sorted(int dividend,int divisor){
    int s = 0;
    int e  = dividend;
    int mid = s + (e-s)/2;
    int ans = -1;
    while(s<=e){
        if(mid*divisor == dividend){
            return mid;
        } else if(mid*divisor < divisor){
            ans = mid;
            s = mid + 1;
        } else {
            e = mid -1;
        }
        mid = s + (e-s)/2;
    }
    return ans; // answer not found
}

Find odd occuring element in array

  • all elements occurs eve no of times except one.
  • all repeating occurences of elements appear in pairs
  • pairs are not adjacent
  • there connot be more than 2 consecutive occurence of any elements. find the elements appear odd no of times.

solution

  1. xor method bit manipulation.
  2. index based binary search even - E and odd - O
    array 1 1 2 2 4 5 5 6 6
    pattern E O E O on E O E O E
    index 0 1 2 3 4 5 6 7 8 
int find_element(vector<int> arr,int target){
    int s = 0;
    int e  = arr.size() - 1;
    int mid = s + (e-s)/2;
    while(s<=e){
        if(s==e) return s;
        if(mid%2==0){
            if(arr[mid]==arr[mid+1]){
                //search on right side
                s = mid + 2;
            } else {
                e = mid;
            }
        }
        mid = s + (e-s)/2;
    } else {
        //odd case
        if(arr[mid]==arr[mid-1]){
            s = mid + 1;
        } else {
            e = mid - 1;
        }
    }
    return s; // answer not found
}

Binary search on 2D matrix

int cols = 5;
int rows = 5;
int binaryy_search(int arr[][cols],int target){
    int s = 0;
    int e = rows * cols - 1;
    int mid = s + (e-s)/2;
    while(s<=e){
        row_index = mid/cols;
        col_index = mid%cols;
        if(arr[row_index][col_index]==target){
            return mid;
        } else if(arr[row_index][col_index] < target){
            e = mid - 1;
        } else {
            s = mid + 1;
        }
        mid = s + (e-s)/2;
    }
    return -1; // ans not found
}