计算l两个句子之间的余弦相似度
2017-11-29 20:56
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package cn.edu.image;
import java.util.HashMap;
import java.util.Map;
import java.util.Set;
/**
* 字符串相似性匹配算法
* Created by panther on 15-7-20.
*/
public class Similarity {
Map<Character, int[]> vectorMap = new HashMap<Character, int[]>();
int[] tempArray = null;
public Similarity(String string1, String string2) {
for (Character character1 : string1.toCharArray()) {
if (vectorMap.containsKey(character1)) {
vectorMap.get(character1)[0]++;
} else {
tempArray = new int[2];
tempArray[0] = 1;
tempArray[1] = 0;
vectorMap.put(character1, tempArray);
}
}
for (Character character2 : string2.toCharArray()) {
if (vectorMap.containsKey(character2)) {
vectorMap.get(character2)[1]++;
} else {
tempArray = new int[2];
tempArray[0] = 0;
tempArray[1] = 1;
vectorMap.put(character2, tempArray);
}
}
}
// 计算相似度
public double sim() {
double result = 0;
result = pointMulti(vectorMap) / sqrtMulti(vectorMap);
return result;
}
private double sqrtMulti(Map<Character, int[]> paramMap) {
double result = 0;
result = squares(paramMap);
result = Math.sqrt(result);
return result;
}
// 求平方和
private double squares(Map<Character, int[]> paramMap) {
double result1 = 0;
double result2 = 0;
Set<Character> keySet = paramMap.keySet();
for (Character character : keySet) {
int temp[] = paramMap.get(character);
result1 += (temp[0] * temp[0]);
result2 += (temp[1] * temp[1]);
}
return result1 * result2;
}
// 点乘
private double pointMulti(Map<Character, int[]> paramMap) {
double result = 0;
Set<Character> keySet = paramMap.keySet();
for (Character character : keySet) {
int temp[] = paramMap.get(character);
result += (temp[0] * temp[1]);
}
return result;
}
public static void main(String[] args) {
String s1 = "你妈妈是个美国人";
String s2 = "你是个小样儿";
String s3 = "";
String s4 = "";
String s5 = "";
String s6 = "";
Similarity similarity = new Similarity(s1, s2);
System.out.println(similarity.sim());
}
}
import java.util.HashMap;
import java.util.Map;
import java.util.Set;
/**
* 字符串相似性匹配算法
* Created by panther on 15-7-20.
*/
public class Similarity {
Map<Character, int[]> vectorMap = new HashMap<Character, int[]>();
int[] tempArray = null;
public Similarity(String string1, String string2) {
for (Character character1 : string1.toCharArray()) {
if (vectorMap.containsKey(character1)) {
vectorMap.get(character1)[0]++;
} else {
tempArray = new int[2];
tempArray[0] = 1;
tempArray[1] = 0;
vectorMap.put(character1, tempArray);
}
}
for (Character character2 : string2.toCharArray()) {
if (vectorMap.containsKey(character2)) {
vectorMap.get(character2)[1]++;
} else {
tempArray = new int[2];
tempArray[0] = 0;
tempArray[1] = 1;
vectorMap.put(character2, tempArray);
}
}
}
// 计算相似度
public double sim() {
double result = 0;
result = pointMulti(vectorMap) / sqrtMulti(vectorMap);
return result;
}
private double sqrtMulti(Map<Character, int[]> paramMap) {
double result = 0;
result = squares(paramMap);
result = Math.sqrt(result);
return result;
}
// 求平方和
private double squares(Map<Character, int[]> paramMap) {
double result1 = 0;
double result2 = 0;
Set<Character> keySet = paramMap.keySet();
for (Character character : keySet) {
int temp[] = paramMap.get(character);
result1 += (temp[0] * temp[0]);
result2 += (temp[1] * temp[1]);
}
return result1 * result2;
}
// 点乘
private double pointMulti(Map<Character, int[]> paramMap) {
double result = 0;
Set<Character> keySet = paramMap.keySet();
for (Character character : keySet) {
int temp[] = paramMap.get(character);
result += (temp[0] * temp[1]);
}
return result;
}
public static void main(String[] args) {
String s1 = "你妈妈是个美国人";
String s2 = "你是个小样儿";
String s3 = "";
String s4 = "";
String s5 = "";
String s6 = "";
Similarity similarity = new Similarity(s1, s2);
System.out.println(similarity.sim());
}
}
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