Closest Pair of Points: Divide and Conquer


http://rosettacode.org/wiki/Closest-pair_problem#Java
http://www.geeksforgeeks.org/closest-pair-of-points/

http://www.cs.cmu.edu/~ckingsf/bioinfo-lectures/closepoints.pdf
http://www.cs.ucsb.edu/~suri/cs235/ClosestPair.pdf
http://people.csail.mit.edu/indyk/6.838-old/handouts/lec17.pdf

From http://rosettacode.org/wiki/Closest-pair_problem#Java
import java.util.*;
 
public class ClosestPair
{
  public static class Point
  {
    public final double x;
    public final double y;
 
    public Point(double x, double y)
    {
      this.x = x;
      this.y = y;
    }
 
    public String toString()
    {  return "(" + x + ", " + y + ")";  }
  }
 
  public static class Pair
  {
    public Point point1 = null;
    public Point point2 = null;
    public double distance = 0.0;
 
    public Pair()
    {  }
 
    public Pair(Point point1, Point point2)
    {
      this.point1 = point1;
      this.point2 = point2;
      calcDistance();
    }
 
    public void update(Point point1, Point point2, double distance)
    {
      this.point1 = point1;
      this.point2 = point2;
      this.distance = distance;
    }
 
    public void calcDistance()
    {  this.distance = distance(point1, point2);  }
 
    public String toString()
    {  return point1 + "-" + point2 + " : " + distance;  }
  }
 
  public static double distance(Point p1, Point p2)
  {
    double xdist = p2.x - p1.x;
    double ydist = p2.y - p1.y;
    return Math.hypot(xdist, ydist);
  }
 
  public static Pair bruteForce(List<? extends Point> points)
  {
    int numPoints = points.size();
    if (numPoints < 2)
      return null;
    Pair pair = new Pair(points.get(0), points.get(1));
    if (numPoints > 2)
    {
      for (int i = 0; i < numPoints - 1; i++)
      {
        Point point1 = points.get(i);
        for (int j = i + 1; j < numPoints; j++)
        {
          Point point2 = points.get(j);
          double distance = distance(point1, point2);
          if (distance < pair.distance)
            pair.update(point1, point2, distance);
        }
      }
    }
    return pair;
  }
 
  public static void sortByX(List<? extends Point> points)
  {
    Collections.sort(points, new Comparator<Point>() {
        public int compare(Point point1, Point point2)
        {
          if (point1.x < point2.x)
            return -1;
          if (point1.x > point2.x)
            return 1;
          return 0;
        }
      }
    );
  }
 
  public static void sortByY(List<? extends Point> points)
  {
    Collections.sort(points, new Comparator<Point>() {
        public int compare(Point point1, Point point2)
        {
          if (point1.y < point2.y)
            return -1;
          if (point1.y > point2.y)
            return 1;
          return 0;
        }
      }
    );
  }
 
  public static Pair divideAndConquer(List<? extends Point> points)
  {
    List<Point> pointsSortedByX = new ArrayList<Point>(points);
    sortByX(pointsSortedByX);
    List<Point> pointsSortedByY = new ArrayList<Point>(points);
    sortByY(pointsSortedByY);
    return divideAndConquer(pointsSortedByX, pointsSortedByY);
  }
 
  private static Pair divideAndConquer(List<? extends Point> pointsSortedByX, List<? extends Point> pointsSortedByY)
  {
    int numPoints = pointsSortedByX.size();
    if (numPoints <= 3)
      return bruteForce(pointsSortedByX);
 
    int dividingIndex = numPoints >>> 1;
    List<? extends Point> leftOfCenter = pointsSortedByX.subList(0, dividingIndex);
    List<? extends Point> rightOfCenter = pointsSortedByX.subList(dividingIndex, numPoints);
 
    List<Point> tempList = new ArrayList<Point>(leftOfCenter);
    sortByY(tempList);
    Pair closestPair = divideAndConquer(leftOfCenter, tempList);
 
    tempList.clear();
    tempList.addAll(rightOfCenter);
    sortByY(tempList);
    Pair closestPairRight = divideAndConquer(rightOfCenter, tempList);
 
    if (closestPairRight.distance < closestPair.distance)
      closestPair = closestPairRight;
 
    tempList.clear();
    double shortestDistance =closestPair.distance;
    double centerX = rightOfCenter.get(0).x;
    for (Point point : pointsSortedByY)
      if (Math.abs(centerX - point.x) < shortestDistance)
        tempList.add(point);
 
    for (int i = 0; i < tempList.size() - 1; i++)
    {
      Point point1 = tempList.get(i);
      for (int j = i + 1; j < tempList.size(); j++)
      {
        Point point2 = tempList.get(j);
        if ((point2.y - point1.y) >= shortestDistance)
          break;
        double distance = distance(point1, point2);
        if (distance < closestPair.distance)
        {
          closestPair.update(point1, point2, distance);
          shortestDistance = distance;
        }
      }
    }
    return closestPair;
  }
 
  public static void main(String[] args)
  {
    int numPoints = (args.length == 0) ? 1000 : Integer.parseInt(args[0]);
    List<Point> points = new ArrayList<Point>();
    Random r = new Random();
    for (int i = 0; i < numPoints; i++)
      points.add(new Point(r.nextDouble(), r.nextDouble()));
    System.out.println("Generated " + numPoints + " random points");
    long startTime = System.currentTimeMillis();
    Pair bruteForceClosestPair = bruteForce(points);
    long elapsedTime = System.currentTimeMillis() - startTime;
    System.out.println("Brute force (" + elapsedTime + " ms): " + bruteForceClosestPair);
    startTime = System.currentTimeMillis();
    Pair dqClosestPair = divideAndConquer(points);
    elapsedTime = System.currentTimeMillis() - startTime;
    System.out.println("Divide and conquer (" + elapsedTime + " ms): " + dqClosestPair);
    if (bruteForceClosestPair.distance != dqClosestPair.distance)
      System.out.println("MISMATCH");
  }
}

Labels

LeetCode (1432) GeeksforGeeks (1122) LeetCode - Review (1067) Review (882) Algorithm (668) to-do (609) Classic Algorithm (270) Google Interview (237) Classic Interview (222) Dynamic Programming (220) DP (186) Bit Algorithms (145) POJ (141) Math (137) Tree (132) LeetCode - Phone (129) EPI (122) Cracking Coding Interview (119) DFS (115) Difficult Algorithm (115) Lintcode (115) Different Solutions (110) Smart Algorithm (104) Binary Search (96) BFS (91) HackerRank (90) Binary Tree (86) Hard (79) Two Pointers (78) Stack (76) Company-Facebook (75) BST (72) Graph Algorithm (72) Time Complexity (69) Greedy Algorithm (68) Interval (63) Company - Google (62) Geometry Algorithm (61) Interview Corner (61) LeetCode - Extended (61) Union-Find (60) Trie (58) Advanced Data Structure (56) List (56) Priority Queue (53) Codility (52) ComProGuide (50) LeetCode Hard (50) Matrix (50) Bisection (48) Segment Tree (48) Sliding Window (48) USACO (46) Space Optimization (45) Company-Airbnb (41) Greedy (41) Mathematical Algorithm (41) Tree - Post-Order (41) ACM-ICPC (40) Algorithm Interview (40) Data Structure Design (40) Graph (40) Backtracking (39) Data Structure (39) Jobdu (39) Random (39) Codeforces (38) Knapsack (38) LeetCode - DP (38) Recursive Algorithm (38) String Algorithm (38) TopCoder (38) Sort (37) Introduction to Algorithms (36) Pre-Sort (36) Beauty of Programming (35) Must Known (34) Binary Search Tree (33) Follow Up (33) prismoskills (33) Palindrome (32) Permutation (31) Array (30) Google Code Jam (30) HDU (30) Array O(N) (29) Logic Thinking (29) Monotonic Stack (29) Puzzles (29) Code - Detail (27) Company-Zenefits (27) Microsoft 100 - July (27) Queue (27) Binary Indexed Trees (26) TreeMap (26) to-do-must (26) 1point3acres (25) GeeksQuiz (25) Merge Sort (25) Reverse Thinking (25) hihocoder (25) Company - LinkedIn (24) Hash (24) High Frequency (24) Summary (24) Divide and Conquer (23) Proof (23) Game Theory (22) Topological Sort (22) Lintcode - Review (21) Tree - Modification (21) Algorithm Game (20) CareerCup (20) Company - Twitter (20) DFS + Review (20) DP - Relation (20) Brain Teaser (19) DP - Tree (19) Left and Right Array (19) O(N) (19) Sweep Line (19) UVA (19) DP - Bit Masking (18) LeetCode - Thinking (18) KMP (17) LeetCode - TODO (17) Probabilities (17) Simulation (17) String Search (17) Codercareer (16) Company-Uber (16) Iterator (16) Number (16) O(1) Space (16) Shortest Path (16) itint5 (16) DFS+Cache (15) Dijkstra (15) Euclidean GCD (15) Heap (15) LeetCode - Hard (15) Majority (15) Number Theory (15) Rolling Hash (15) Tree Traversal (15) Brute Force (14) Bucket Sort (14) DP - Knapsack (14) DP - Probability (14) Difficult (14) Fast Power Algorithm (14) Pattern (14) Prefix Sum (14) TreeSet (14) Algorithm Videos (13) Amazon Interview (13) Basic Algorithm (13) Codechef (13) Combination (13) Computational Geometry (13) DP - Digit (13) LCA (13) LeetCode - DFS (13) Linked List (13) Long Increasing Sequence(LIS) (13) Math-Divisible (13) Reservoir Sampling (13) mitbbs (13) Algorithm - How To (12) Company - Microsoft (12) DP - Interval (12) DP - Multiple Relation (12) DP - Relation Optimization (12) LeetCode - Classic (12) Level Order Traversal (12) Prime (12) Pruning (12) Reconstruct Tree (12) Thinking (12) X Sum (12) AOJ (11) Bit Mask (11) Company-Snapchat (11) DP - Space Optimization (11) Dequeue (11) Graph DFS (11) MinMax (11) Miscs (11) Princeton (11) Quick Sort (11) Stack - Tree (11) 尺取法 (11) 挑战程序设计竞赛 (11) Coin Change (10) DFS+Backtracking (10) Facebook Hacker Cup (10) Fast Slow Pointers (10) HackerRank Easy (10) Interval Tree (10) Limited Range (10) Matrix - Traverse (10) Monotone Queue (10) SPOJ (10) Starting Point (10) States (10) Stock (10) Theory (10) Tutorialhorizon (10) Kadane - Extended (9) Mathblog (9) Max-Min Flow (9) Maze (9) Median (9) O(32N) (9) Quick Select (9) Stack Overflow (9) System Design (9) Tree - Conversion (9) Use XOR (9) Book Notes (8) Company-Amazon (8) DFS+BFS (8) DP - States (8) Expression (8) Longest Common Subsequence(LCS) (8) One Pass (8) Quadtrees (8) Traversal Once (8) Trie - Suffix (8) 穷竭搜索 (8) Algorithm Problem List (7) All Sub (7) Catalan Number (7) Cycle (7) DP - Cases (7) Facebook Interview (7) Fibonacci Numbers (7) Flood fill (7) Game Nim (7) Graph BFS (7) HackerRank Difficult (7) Hackerearth (7) Inversion (7) Kadane’s Algorithm (7) Manacher (7) Morris Traversal (7) Multiple Data Structures (7) Normalized Key (7) O(XN) (7) Radix Sort (7) Recursion (7) Sampling (7) Suffix Array (7) Tech-Queries (7) Tree - Serialization (7) Tree DP (7) Trie - Bit (7) 蓝桥杯 (7) Algorithm - Brain Teaser (6) BFS - Priority Queue (6) BFS - Unusual (6) Classic Data Structure Impl (6) DP - 2D (6) DP - Monotone Queue (6) DP - Unusual (6) DP-Space Optimization (6) Dutch Flag (6) How To (6) Interviewstreet (6) Knapsack - MultiplePack (6) Local MinMax (6) MST (6) Minimum Spanning Tree (6) Number - Reach (6) Parentheses (6) Pre-Sum (6) Probability (6) Programming Pearls (6) Rabin-Karp (6) Reverse (6) Scan from right (6) Schedule (6) Stream (6) Subset Sum (6) TSP (6) Xpost (6) n00tc0d3r (6) reddit (6) AI (5) Abbreviation (5) Anagram (5) Art Of Programming-July (5) Assumption (5) Bellman Ford (5) Big Data (5) Code - Solid (5) Code Kata (5) Codility-lessons (5) Coding (5) Company - WMware (5) Convex Hull (5) Crazyforcode (5) DFS - Multiple (5) DFS+DP (5) DP - Multi-Dimension (5) DP-Multiple Relation (5) Eulerian Cycle (5) Graph - Unusual (5) Graph Cycle (5) Hash Strategy (5) Immutability (5) Java (5) LogN (5) Manhattan Distance (5) Matrix Chain Multiplication (5) N Queens (5) Pre-Sort: Index (5) Quick Partition (5) Quora (5) Randomized Algorithms (5) Resources (5) Robot (5) SPFA(Shortest Path Faster Algorithm) (5) Shuffle (5) Sieve of Eratosthenes (5) Strongly Connected Components (5) Subarray Sum (5) Sudoku (5) Suffix Tree (5) Swap (5) Threaded (5) Tree - Creation (5) Warshall Floyd (5) Word Search (5) jiuzhang (5)

Popular Posts