【Max Points on a Line 】cpp
题目:
Given n points on a 2D plane, find the maximum number of points that lie on the same straight line.
代码:
/**
* Definition for a point.
* struct Point {
* int x;
* int y;
* Point() : x(0), y(0) {}
* Point(int a, int b) : x(a), y(b) {}
* };
*/
class Solution {
public:
int maxPoints(vector<Point>& points) {
// least points case
if ( points.size()< ) return points.size();
// search for max points
int global_max_points = ;
map<double, int> slope_counts;
for ( int i=; i<points.size(); ++i )
{
slope_counts.clear();
int same_point = ;
int local_max_point = ;
for ( int j=; j<points.size(); ++j )
{
// the exactly same point
if ( j==i ) continue;
// initial as the same x case
double slope = std::numeric_limits<double>::infinity();
// same point case
if ( points[i].x==points[j].x && points[i].y==points[j].y )
{ same_point++; continue; }
// normal case
if ( points[i].x!=points[j].x )
{ slope = 1.0*(points[i].y - points[j].y) / (points[i].x - points[j].x); }
// increase slope and its counts
slope_counts[slope] += ;
// update local max point
local_max_point = std::max(local_max_point, slope_counts[slope]);
}
// add the num of same point to local max point
local_max_point = local_max_point + same_point + ;
// update global max point
global_max_points = std::max(global_max_points, local_max_point);
}
return global_max_points;
}
};
tips:
以每个点为中心 & 找到其余所有点与该点构成直线中斜率相同的,必然为多点共线的
几个特殊case:
1. 相同点 (保留下来坐标相同的点,最后计算最多共线的点时补上这些相同点的数量)
2. x坐标相等的点 (定义slope为double 无穷大)
3. 每次在更新local_max_point时,不要忘记加上1(即算上该点本身)
===================================
学习一个提高代码效率的技巧,如果线段points[i]~points[j]在最多点的直线上,那么线段points[j]~points[i]也在最多点的直线上,所以j=i+1开始即可。
/**
* Definition for a point.
* struct Point {
* int x;
* int y;
* Point() : x(0), y(0) {}
* Point(int a, int b) : x(a), y(b) {}
* };
*/
class Solution {
public:
int maxPoints(vector<Point>& points) {
// least points case
if ( points.size()< ) return points.size();
// search for max points
int global_max_points = ;
map<double, int> slope_counts;
for ( int i=; i<points.size()-; ++i )
{
slope_counts.clear();
int same_point = ;
int local_max_point = ;
for ( int j=i+; j<points.size(); ++j )
{
// initial as the same x case
double slope = std::numeric_limits<double>::infinity();
// same point case
if ( points[i].x==points[j].x && points[i].y==points[j].y )
{ same_point++; continue; }
// normal case
if ( points[i].x!=points[j].x )
{ slope = 1.0*(points[i].y - points[j].y) / (points[i].x - points[j].x); }
// increase slope and its counts
slope_counts[slope] += ;
// update local max point
local_max_point = std::max(local_max_point, slope_counts[slope]);
}
// add the num of same point to local max point
local_max_point = local_max_point + same_point + ;
// update global max point
global_max_points = std::max(global_max_points, local_max_point);
}
return global_max_points;
}
};
tips:
减少了内层循环的遍历次数,提高了程序运行效率。
=====================================
第二次过这道题,上来想到了正确的思路,但是没有敢肯定;注意samePoints和算上当前点本身。
/**
* Definition for a point.
* struct Point {
* int x;
* int y;
* Point() : x(0), y(0) {}
* Point(int a, int b) : x(a), y(b) {}
* };
*/
class Solution {
public:
int maxPoints(vector<Point>& points) {
if (points.empty()) return ;
map<double, int> slopeCount;
int globalMax = ;
for ( int i=; i<points.size(); ++i )
{
slopeCount.clear();
int samePoints = ;
int x = points[i].x;
int y = points[i].y;
for (int j=i+; j<points.size(); ++j )
{
int xx = points[j].x;
int yy = points[j].y;
if ( xx==x && yy==y )
{
samePoints++;
continue;
}
if ( xx==x )
{
slopeCount[numeric_limits<double>::infinity()]++;
continue;
}
slopeCount[1.0*(y-yy)/(x-xx)]++;
}
// count max
int local = ;
for ( map<double, int>::iterator i=slopeCount.begin(); i!=slopeCount.end(); ++i )
{
local = max(local, i->second);
}
globalMax = max(globalMax,local+samePoints+);
}
return globalMax;
}
};
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