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  • [算法] 找到最相邻的3元组

    问题如下:

     You are given with three sorted arrays ( in ascending order), you are  required to find a triplet ( one element from each array) such that distance  is minimum.

     Distance is defined like this :  If a[i], b[j] and c[k] are three elements then  distance=max(abs(a[i]-b[j]),abs(a[i]-c[k]),abs(b[j]-c[k]))

     Please give a solution in O(n) time complexity

    这个算法有很强的实用性,比如找到3组用户里面最相似的3元组,这里可以把abs替换为一个similarity函数即可。

    下面的代码给出了一个最简单的Bruce force算法和一个优化算法。

    package com.autofei.algorithm;
    
    import java.util.Arrays;
    
    public class GoogleMinimumDistance {
    
    	static void NavieMin(int[] a, int[] b, int[] c) {
    		int min = Integer.MAX_VALUE;
    		String triplet = "";
    		int[] tripletArray = new int[3];
    
    		for (int i = 0; i < a.length; i++) {
    			for (int j = 0; j < b.length; j++) {
    				for (int k = 0; k < c.length; k++) {
    					tripletArray[0] = Math.abs(a[i] - b[j]);
    					tripletArray[1] = Math.abs(a[i] - c[k]);
    					tripletArray[2] = Math.abs(b[j] - c[k]);
    					Arrays.sort(tripletArray);
    					int distance = tripletArray[2];
    					if (distance < min) {
    						min = distance;
    						triplet = a[i] + "|" + b[j] + "|" + c[k];
    					}
    				}
    			}
    		}
    
    		System.out.println(triplet + " => " + min);
    	}
    
    	static void SmartMin(int[] a, int[] b, int[] c) {
    		int min = Integer.MAX_VALUE;
    		String tripletString = "";
    		int[] tripletArray = new int[3];
    		int i = 0;
    		int j = 0;
    		int k = 0;
    		while (i < a.length && j < b.length && k < c.length) {
    			tripletArray[0] = a[i];
    			tripletArray[1] = b[j];
    			tripletArray[2] = c[k];
    			Arrays.sort(tripletArray);
    			int tripletMax = tripletArray[2];
    			int tripletMin = tripletArray[0];
    			int distance = tripletMax - tripletMin;
    			if (distance < min) {
    				min = distance;
    				tripletString = a[i] + "|" + b[j] + "|" + c[k];
    			}
    
    			if (a[i] == tripletMin) {
    				i++;
    			} else if (b[j] == tripletMin) {
    				j++;
    			} else if (c[k] == tripletMin) {
    				k++;
    			}
    		}
    
    		System.out.println(tripletString + " => " + min);
    	}
    
    	public static void main(String[] args) {
    		int[] a = { 4, 10, 15, 28 };
    		int[] b = { 1, 3, 29 };
    		int[] c = { 5, 13, 28 };
    
    		GoogleMinimumDistance.NavieMin(a, b, c);
    
    		GoogleMinimumDistance.SmartMin(a, b, c);
    	}
    }
    


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  • 原文地址:https://www.cnblogs.com/ainima/p/6331299.html
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