/** * YIXUN_1.5_EE */ package com.xiongyingqi.util; import java.io.UnsupportedEncodingException; import java.util.HashMap; import java.util.Iterator; import java.util.Map; /** * @author 瑛琪 <a href="http://xiongyingqi.com">xiongyingqi.com</a> * @version 2013-11-22 下午4:33:04 */ public class CosineSimilarAlgorithm { public static void main(String[] args) { System.out.println(getSimilarity("中国人", "中华人")); } public static double getSimilarity(String doc1, String doc2) { if (doc1 != null && doc1.trim().length() > 0 && doc2 != null && doc2.trim().length() > 0) { Map<Integer, int[]> AlgorithmMap = new HashMap<Integer, int[]>(); //将两个字符串中的中文字符以及出现的总数封装到,AlgorithmMap中 for (int i = 0; i < doc1.length(); i++) { char d1 = doc1.charAt(i); if (isHanZi(d1)) { int charIndex = getGB2312Id(d1); if (charIndex != -1) { int[] fq = AlgorithmMap.get(charIndex); if (fq != null && fq.length == 2) { fq[0]++; } else { fq = new int[2]; fq[0] = 1; fq[1] = 0; AlgorithmMap.put(charIndex, fq); } } } } for (int i = 0; i < doc2.length(); i++) { char d2 = doc2.charAt(i); if (isHanZi(d2)) { int charIndex = getGB2312Id(d2); if (charIndex != -1) { int[] fq = AlgorithmMap.get(charIndex); if (fq != null && fq.length == 2) { fq[1]++; } else { fq = new int[2]; fq[0] = 0; fq[1] = 1; AlgorithmMap.put(charIndex, fq); } } } } Iterator<Integer> iterator = AlgorithmMap.keySet().iterator(); double sqdoc1 = 0; double sqdoc2 = 0; double denominator = 0; while (iterator.hasNext()) { int[] c = AlgorithmMap.get(iterator.next()); denominator += c[0] * c[1]; sqdoc1 += c[0] * c[0]; sqdoc2 += c[1] * c[1]; } return denominator / Math.sqrt(sqdoc1 * sqdoc2); } else { throw new NullPointerException( " the Document is null or have not cahrs!!"); } } public static boolean isHanZi(char ch) { // 判断是否汉字 return (ch >= 0x4E00 && ch <= 0x9FA5); } /** * 根据输入的Unicode字符,获取它的GB2312编码或者ascii编码, * * @param ch 输入的GB2312中文字符或者ASCII字符(128个) * @return ch在GB2312中的位置,-1表示该字符不认识 */ public static short getGB2312Id(char ch) { try { byte[] buffer = Character.toString(ch).getBytes("GB2312"); if (buffer.length != 2) { // 正常情况下buffer应该是两个字节,否则说明ch不属于GB2312编码,故返回'?',此时说明不认识该字符 return -1; } int b0 = (int) (buffer[0] & 0x0FF) - 161; // 编码从A1开始,因此减去0xA1=161 int b1 = (int) (buffer[1] & 0x0FF) - 161; // 第一个字符和最后一个字符没有汉字,因此每个区只收16*6-2=94个汉字 return (short) (b0 * 94 + b1); } catch (UnsupportedEncodingException e) { e.printStackTrace(); } return -1; } }