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Brojite najveći broj bodova na istoj liniji

Isprobajte na GfG Practice ' title=

Zadano je n točaka na 2D ravnini kao par (x y) koordinata, moramo pronaći najveći broj točaka koje leže na istoj liniji.

Primjeri: 

ima sljedeću javu

Ulazni : bodovi[] = {-1 1} {0 0} {1 1}
{2 2} {3 3} {3 4}
Izlaz : 4
Zatim najveći broj točaka koje leže na istoj
linija su 4 te točke su {0 0} {1 1} {2 2}
{3 3}



Za svaku točku p izračunajte njen nagib s drugim točkama i pomoću karte zabilježite koliko točaka ima isti nagib po čemu možemo saznati koliko je točaka na istoj liniji s p kao svojom jednom točkom. Za svaki bod nastavite raditi istu stvar i ažurirajte maksimalni broj bodova pronađen do sada.

mysql update pridružiti se

Neke stvari koje treba imati na umu u implementaciji su: 

  1. ako su dvije točke (x1 y1) i (x2 y2) tada će njihov nagib biti (y2 – y1) / (x2 – x1) što može biti dvostruka vrijednost i može uzrokovati probleme s preciznošću. Da bismo se riješili problema s preciznošću, tretiramo nagib kao par ((y2 - y1) (x2 – x1)) umjesto omjera i smanjujemo par za njihov gcd prije umetanja u kartu. U nastavku kodne točke koje su okomite ili se ponavljaju tretiraju se zasebno.
  2. Ako koristimo Hash mapu ili rječnik za pohranjivanje para nagiba tada će ukupna vremenska složenost rješenja biti O(n^2), a prostorna složenost će biti O(n).
C++
/* C/C++ program to find maximum number of point which lie on same line */ #include    #include    using namespace std; // method to find maximum collinear point int maxPointOnSameLine(vector< pair<int int> > points) {  int N = points.size();  if (N < 2)  return N;  int maxPoint = 0;  int curMax overlapPoints verticalPoints;  // here since we are using unordered_map   // which is based on hash function   //But by default we don't have hash function for pairs  //so we'll use hash function defined in Boost library  unordered_map<pair<int int> intboost::  hash<pair<int int> > > slopeMap;  // looping for each point  for (int i = 0; i < N; i++)  {  curMax = overlapPoints = verticalPoints = 0;  // looping from i + 1 to ignore same pair again  for (int j = i + 1; j < N; j++)  {  // If both point are equal then just  // increase overlapPoint count  if (points[i] == points[j])  overlapPoints++;  // If x co-ordinate is same then both  // point are vertical to each other  else if (points[i].first == points[j].first)  verticalPoints++;  else  {  int yDif = points[j].second - points[i].second;  int xDif = points[j].first - points[i].first;  int g = __gcd(xDif yDif);  // reducing the difference by their gcd  yDif /= g;  xDif /= g;  // increasing the frequency of current slope  // in map  slopeMap[make_pair(yDif xDif)]++;  curMax = max(curMax slopeMap[make_pair(yDif xDif)]);  }  curMax = max(curMax verticalPoints);  }  // updating global maximum by current point's maximum  maxPoint = max(maxPoint curMax + overlapPoints + 1);  // printf('maximum collinear point   // which contains current point   // are : %dn' curMax + overlapPoints + 1);  slopeMap.clear();  }  return maxPoint; } // Driver code int main() {  const int N = 6;  int arr[N][2] = {{-1 1} {0 0} {1 1} {2 2}  {3 3} {3 4}};  vector< pair<int int> > points;  for (int i = 0; i < N; i++)  points.push_back(make_pair(arr[i][0] arr[i][1]));  cout << maxPointOnSameLine(points) << endl;  return 0; } 
Java
/* Java program to find maximum number of point which lie on same line */ import java.util.*; class GFG {  static int gcd(int p int q)  {  if (q == 0) {  return p;  }  int r = p % q;  return gcd(q r);  }  static int N = 6;  // method to find maximum collinear point  static int maxPointOnSameLine(int[][] points)  {  if (N < 2)  return N;  int maxPoint = 0;  int curMax overlapPoints verticalPoints;  HashMap<String Integer> slopeMap = new HashMap<>();  // looping for each point  for (int i = 0; i < N; i++) {  curMax = overlapPoints = verticalPoints = 0;  // looping from i + 1 to ignore same pair again  for (int j = i + 1; j < N; j++) {  // If both point are equal then just  // increase overlapPoint count  if (points[i][0] == points[j][0]  && points[i][1] == points[j][1])  overlapPoints++;  // If x co-ordinate is same then both  // point are vertical to each other  else if (points[i][0] == points[j][0])  verticalPoints++;  else {  int yDif = points[j][1] - points[i][1];  int xDif = points[j][0] - points[i][0];  int g = gcd(xDif yDif);  // reducing the difference by their gcd  yDif /= g;  xDif /= g;  // Convert the pair into a string to use  // as dictionary key  String pair = (yDif) + ' ' + (xDif);  if (!slopeMap.containsKey(pair))  slopeMap.put(pair 0);  // increasing the frequency of current  // slope in map  slopeMap.put(pair  slopeMap.get(pair) + 1);  curMax = Math.max(curMax  slopeMap.get(pair));  }  curMax = Math.max(curMax verticalPoints);  }  // updating global maximum by current point's  // maximum  maxPoint = Math.max(maxPoint  curMax + overlapPoints + 1);  slopeMap.clear();  }  return maxPoint;  }  public static void main(String[] args)  {  int points[][] = { { -1 1 } { 0 0 } { 1 1 }  { 2 2 } { 3 3 } { 3 4 } };  System.out.println(maxPointOnSameLine(points));  } } 
Python
# python3 program to find maximum number of 2D points that lie on the same line. from collections import defaultdict from math import gcd from typing import DefaultDict List Tuple IntPair = Tuple[int int] def normalized_slope(a: IntPair b: IntPair) -> IntPair:  '''  Returns normalized (rise run) tuple. We won't return the actual rise/run  result in order to avoid floating point math which leads to faulty  comparisons.  See  https://en.wikipedia.org/wiki/Floating-point_arithmetic#Accuracy_problems  ''' run = b[0] - a[0] # normalize undefined slopes to (1 0) if run == 0: return (1 0) # normalize to left-to-right if run < 0: a b = b a run = b[0] - a[0] rise = b[1] - a[1] # Normalize by greatest common divisor. # math.gcd only works on positive numbers. gcd_ = gcd(abs(rise) run) return ( rise // gcd_ run // gcd_ ) def maximum_points_on_same_line(points: List[List[int]]) -> int: # You need at least 3 points to potentially have non-collinear points. # For [0 2] points all points are on the same line. if len(points) < 3: return len(points) # Note that every line we find will have at least 2 points. # There will be at least one line because len(points) >= 3. # Therefore it's safe to initialize to 0. max_val = 0 for a_index in range(0 len(points) - 1): # All lines in this iteration go through point a. # Note that lines a-b and a-c cannot be parallel. # Therefore if lines a-b and a-c have the same slope they're the same # line. a = tuple(points[a_index]) # Fresh lines already have a so default=1 slope_counts: DefaultDict[IntPair int] = defaultdict(lambda: 1) for b_index in range(a_index + 1 len(points)): b = tuple(points[b_index]) slope_counts[normalized_slope(a b)] += 1 max_val = max( max_val max(slope_counts.values()) ) return max_val print(maximum_points_on_same_line([ [-1 1] [0 0] [1 1] [2 2] [3 3] [3 4] ])) # This code is contributed by Jose Alvarado Torre 
C#
/* C# program to find maximum number of point which lie on same line */ using System; using System.Collections.Generic; class GFG {  static int gcd(int p int q)  {  if (q == 0) {  return p;  }  int r = p % q;  return gcd(q r);  }  static int N = 6;  // method to find maximum collinear point  static int maxPointOnSameLine(int[ ] points)  {  if (N < 2)  return N;  int maxPoint = 0;  int curMax overlapPoints verticalPoints;  Dictionary<string int> slopeMap  = new Dictionary<string int>();  // looping for each point  for (int i = 0; i < N; i++) {  curMax = overlapPoints = verticalPoints = 0;  // looping from i + 1 to ignore same pair again  for (int j = i + 1; j < N; j++) {  // If both point are equal then just  // increase overlapPoint count  if (points[i 0] == points[j 0]  && points[i 1] == points[j 1])  overlapPoints++;  // If x co-ordinate is same then both  // point are vertical to each other  else if (points[i 0] == points[j 0])  verticalPoints++;  else {  int yDif = points[j 1] - points[i 1];  int xDif = points[j 0] - points[i 0];  int g = gcd(xDif yDif);  // reducing the difference by their gcd  yDif /= g;  xDif /= g;  // Convert the pair into a string to use  // as dictionary key  string pair = Convert.ToString(yDif)  + ' '  + Convert.ToString(xDif);  if (!slopeMap.ContainsKey(pair))  slopeMap[pair] = 0;  // increasing the frequency of current  // slope in map  slopeMap[pair]++;  curMax  = Math.Max(curMax slopeMap[pair]);  }  curMax = Math.Max(curMax verticalPoints);  }  // updating global maximum by current point's  // maximum  maxPoint = Math.Max(maxPoint  curMax + overlapPoints + 1);  slopeMap.Clear();  }  return maxPoint;  }  // Driver code  public static void Main(string[] args)  {  int[ ] points = { { -1 1 } { 0 0 } { 1 1 }  { 2 2 } { 3 3 } { 3 4 } };  Console.WriteLine(maxPointOnSameLine(points));  } } // This code is contributed by phasing17 
JavaScript
/* JavaScript program to find maximum number of point which lie on same line */ // Function to find gcd of two numbers let gcd = function(a b) {  if (!b) {  return a;  }  return gcd(b a % b); } // method to find maximum collinear point function maxPointOnSameLine(points){  let N = points.length;  if (N < 2){  return N;  }   let maxPoint = 0;  let curMax overlapPoints verticalPoints;  // Creating a map for storing the data.   let slopeMap = new Map();  // looping for each point  for (let i = 0; i < N; i++)  {  curMax = 0;  overlapPoints = 0;  verticalPoints = 0;    // looping from i + 1 to ignore same pair again  for (let j = i + 1; j < N; j++)  {  // If both point are equal then just  // increase overlapPoint count  if (points[i] === points[j]){  overlapPoints++;  }    // If x co-ordinate is same then both  // point are vertical to each other  else if (points[i][0] === points[j][0]){  verticalPoints++;  }  else{  let yDif = points[j][1] - points[i][1];  let xDif = points[j][0] - points[i][0];  let g = gcd(xDif yDif);  // reducing the difference by their gcd  yDif = Math.floor(yDif/g);  xDif = Math.floor(xDif/g);    // increasing the frequency of current slope.   let tmp = [yDif xDif];  if(slopeMap.has(tmp.join(''))){  slopeMap.set(tmp.join('') slopeMap.get(tmp.join('')) + 1);  }  else{  slopeMap.set(tmp.join('') 1);  }    curMax = Math.max(curMax slopeMap.get(tmp.join('')));  }    curMax = Math.max(curMax verticalPoints);  }  // updating global maximum by current point's maximum  maxPoint = Math.max(maxPoint curMax + overlapPoints + 1);    // printf('maximum collinear point  // which contains current point  // are : %dn' curMax + overlapPoints + 1);  slopeMap.clear();  }    return maxPoint; } // Driver code {  let N = 6;  let arr = [[-1 1] [0 0] [1 1] [2 2]  [3 3] [3 4]];  console.log(maxPointOnSameLine(arr)); } // The code is contributed by Gautam goel (gautamgoel962) 

Izlaz
4

Vremenska složenost: Na 2 smiriti) gdje n označava duljinu niza.
Pomoćni prostor: O(n)