/// <summary>
/// 比较2个字符串的相似度(使用余弦相似度)
/// </summary>
/// <param name="str1"></param>
/// <param name="str2"></param>
/// <returns>0-1之间的数</returns>
public static double SimilarityCos(string str1, string str2)
{
str1 = str1.Trim();
str2 = str2.Trim();
if (string.IsNullOrEmpty(str1) || string.IsNullOrEmpty(str2))
return 0;
List<string> lstr1 = SimpParticiple(str1);
List<string> lstr2 = SimpParticiple(str2);
//求并集
var strunion = lstr1.union(lstr2);
//求向量
List<int> int1 = new List<int>();
List<int> int2 = new List<int>();
foreach (var item in strunion)
{
int1.Add(lstr1.Count(o => o == item));
int2.Add(lstr2.Count(o => o == item));
}
double s = 0;
double den1 = 0;
double den2 = 0;
for (int i = 0; i < int1.Count(); i++)
{
//求分子
s += int1[i] * int2[i];
//求分母(1)
den1 += Math.Pow(int1[i], 2);
//求分母(2)
den2 += Math.Pow(int2[i], 2);
}
return s / (Math.Sqrt(den1) * Math.Sqrt(den2));
}
/// <summary>
/// 简单分词(需要更好的效果,需要这里优化,比如把:【今天天气很好】,分成【今天,天气,很好】,同时可以做同义词优化,【今天】=【今日】效果更好)
/// </summary>
public static List<string> SimpParticiple(string str)
{
List<string> vs = new List<string>();
foreach (var item in str)
{
vs.Add(item.ToString());
}
return vs;
}