Algorithm


Problem Name: 973. K Closest Points to Origin

Given an array of points where points[i] = [xi, yi] represents a point on the X-Y plane and an integer k, return the k closest points to the origin (0, 0).

The distance between two points on the X-Y plane is the Euclidean distance (i.e., √(x1 - x2)2 + (y1 - y2)2).

You may return the answer in any order. The answer is guaranteed to be unique (except for the order that it is in).

 

Example 1:

Input: points = [[1,3],[-2,2]], k = 1
Output: [[-2,2]]
Explanation:
The distance between (1, 3) and the origin is sqrt(10).
The distance between (-2, 2) and the origin is sqrt(8).
Since sqrt(8) < sqrt(10), (-2, 2) is closer to the origin.
We only want the closest k = 1 points from the origin, so the answer is just [[-2,2]].

Example 2:

Input: points = [[3,3],[5,-1],[-2,4]], k = 2
Output: [[3,3],[-2,4]]
Explanation: The answer [[-2,4],[3,3]] would also be accepted.

 

Constraints:

  • 1 <= k <= points.length <= 104
  • -104 < xi, yi < 104

Code Examples

#1 Code Example with C Programming

Code - C Programming


typedef struct {
    int i;
    int d;
} p_t;
int cmp(const void *a, const void *b) {
    const p_t *p1 = a;
    const p_t *p2 = b;
    if (p1->d  <  p2->d) return -1;
    else if (p1->d == p2->d) return 0;
    return 1;
}
void swap(void *a, void *b) {
    p_t *p1 = a;
    p_t *p2 = b;
    p_t t = *p1;
    *p1 = *p2;
    *p2 = t;
}
void hsort(void *p, int n, int l,
           int (*f)(const void *, const void *),
           void (*s)(void *, void *)) {
    int d;
    const void *t;
    
    if (n  <  2) return;
    
    t = p;
    while (n -- > 1) {
        p += l;
        if (f(t, p)  <  0) {
            t = p;
        }
    }
    
    if (t != p) {
        s(t, p);
    }
}
int** kClosest(int** points, int pointsRowSize, int *pointsColSizes, int K, int* returnSize, int** columnSizes) {
    p_t *a;
    int i, x, y, d;
    int **p, *col, *buff;
    
    a = malloc((K + 1) * sizeof(p_t));
    //assert(a);
    
    for (i = 0; i  < = K && i < pointsRowSize; i ++) {
        x = points[i][0]; y = points[i][1];
        d = x * x + y * y;
        a[i].i = i;
        a[i].d = d;
    }
    if (i > K) {
        // TODO: optimize by using binary search tree for heap sort
        hsort(a, K + 1, sizeof(p_t), cmp, swap);
    }
    while (i  <  pointsRowSize) {
        x = points[i][0]; y = points[i][1];
        d = x * x + y * y;
        if (d  <  a[K].d) {   // replace the point on the top of the heap
            a[K].i = i;
            a[K].d = d;
            hsort(a, K + 1, sizeof(p_t), cmp, swap);
        }
        i ++;
    }
    
    buff = malloc(K * 2 * sizeof(int));
    p = malloc(K * sizeof(int *));
    col = malloc(K * sizeof(int));
    
    for (i = 0; i  <  K; i ++) {
        buff[i * 2    ] = points[a[i].i][0];
        buff[i * 2 + 1] = points[a[i].i][1];
        p[i] = &buff[i * 2];
        col[i] = 2;
    }
    
    *columnSizes = col;
    *returnSize = K;
    
    free(a);
    
    return p;
}
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Input

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points = [[1,3],[-2,2]], k = 1

Output

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[[-2,2]]

#2 Code Example with Java Programming

Code - Java Programming


class Solution {
  public int[][] kClosest(int[][] points, int k) {
    PriorityQueue<int[]> pq = new PriorityQueue<>((o1, o2) -> getDistance(o2) - getDistance(o1));
    for (int[] point : points) {
      pq.add(point);
      if (pq.size() > k) {
        pq.poll();
      }
    }
    int[][] result = new int[pq.size()][2];
    for (int i = 0; i  <  result.length; i++) {
      result[i] = pq.poll();
    }
    return result;
  }

  private int getDistance(int[] point) {
    return (point[0] * point[0]) + (point[1] * point[1]);
  }
}
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Input

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points = [[1,3],[-2,2]], k = 1

Output

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[[-2,2]]

#3 Code Example with Javascript Programming

Code - Javascript Programming


const kClosest = (points, K) => {
  let len = points.length,
    l = 0,
    r = len - 1
  while (l <= r) {
    let mid = helper(points, l, r)
    if (mid === K) break
    if (mid < K) {
      l = mid + 1
    } else {
      r = mid - 1
    }
  }
  return points.slice(0, K)
}

function helper(A, l, r) {
  let pivot = A[l]
  let ll = l
  while (l < r) {
    while (l < r && compare(A[r], pivot) >= 0) r--
    while (l < r && compare(A[l], pivot) <= 0) l++
    swap(A, l, r)
  }
  swap(A, ll, l)
  return l
}
function swap(arr, i, j) {
  let tmp = arr[i]
  arr[i] = arr[j]
  arr[j] = tmp
}

function compare(p1, p2) {
  return p1[0] * p1[0] + p1[1] * p1[1] - p2[0] * p2[0] - p2[1] * p2[1]
}
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Input

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points = [[3,3],[5,-1],[-2,4]], k = 2

Output

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[[3,3],[-2,4]]

#4 Code Example with Python Programming

Code - Python Programming


class Solution:
    def kClosest(self, points, K):
        return sorted(points, key = lambda p: p[0] ** 2 + p[1] ** 2)[:K]
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Input

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points = [[3,3],[5,-1],[-2,4]], k = 2

Output

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[[3,3],[-2,4]]

#5 Code Example with C# Programming

Code - C# Programming


using System;

namespace LeetCode
{
    public class _0973_KClosestPointsToOrigin
    {
        private readonly Random random = new Random();

        public int[][] KClosest(int[][] points, int K)
        {
            Sort(points, 0, points.Length - 1, K);

            var result = new int[K][];
            Array.Copy(points, 0, result, 0, K);
            return result;
        }

        private void Sort(int[][] points, int lo, int hi, int k)
        {
            if (lo >= hi) return;
            var randomIndex = random.Next(lo, hi);
            Swap(points, lo, randomIndex);

            var mid = Partition(points, lo, hi);
            var length = mid - lo + 1;
            if (length > k)
                Sort(points, lo, mid - 1, k);
            else
                Sort(points, mid + 1, hi, k - length);
        }

        private int Partition(int[][] points, int lo, int hi)
        {
            int i = lo, j = hi + 1;
            var pivotDistance = GetDistance(points, lo);

            while (true)
            {
                while (GetDistance(points, ++i)  <  pivotDistance) if (i == hi) break;
                while (GetDistance(points, --j) > pivotDistance) if (j == lo) break;
                if (i >= j) break;
                Swap(points, i, j);
            }
            Swap(points, lo, j);
            return j;
        }

        private int GetDistance(int[][] points, int i)
        {
            return points[i][0] * points[i][0] + points[i][1] * points[i][1];
        }

        private void Swap(int[][] points, int i, int j)
        {
            int t0 = points[i][0], t1 = points[i][1];
            points[i][0] = points[j][0];
            points[i][1] = points[j][1];
            points[j][0] = t0;
            points[j][1] = t1;
        }
    }
}
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Input

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points = [[1,3],[-2,2]], k = 1

Output

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[[-2,2]]
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