C#通過編輯距離計算兩個字符串的相似度

ybny 9年前發布 | 1K 次閱讀 C#

編輯距離的算法是首先由俄國科學家Levenshtein提出的,故又叫 Levenshtein Distance。一個字符串可以通過增加一個字符,刪除一個字符,替換一個字符得到另外一個字符串,假設,我們把從字符串A轉換成字符串B,前面3種操 作所執行的最少次數稱為AB相似度
如 abc adc 度為 1
ababababa babababab 度為 2
abcd acdb 度為2

using System;
using System.Text.RegularExpressions;
using System.Threading.Tasks;

namespace Levenshtein { /// <summary> /// 分析完成事件委托 /// </summary> /// <param name="sim">相似度</param> public delegate void AnalyzerCompletedHander(double sim);

/// <summary>
/// 文章相似度工具
/// </summary>
public class LevenshteinDistance:IDisposable
{
    private string str1;
    private string str2;
    private int[,] index;
    int k;
    Task<double> task;

    /// <summary>
    /// 分析完成事件
    /// </summary>
    public event AnalyzerCompletedHander AnalyzerCompleted;

    /// <summary>
    /// 獲取或設置文章1
    /// </summary>
    public string Str1
    {
        get { return str1; }
        set
        {
            str1 = Format(value);
            index = new int[str1.Length, str2.Length];
        }
    }

    /// <summary>
    /// 獲取或設置文章2
    /// </summary>
    public string Str2
    {
        get { return str2; }
        set
        {
            str2 = Format(value);
            index = new int[str1.Length, str2.Length];
        }
    }

    /// <summary>
    /// 運算總次數
    /// </summary>
    public int TotalTimes
    {
        get { return str1.Length * str2.Length; }
    }

    /// <summary>
    /// 是否完成
    /// </summary>
    public bool IsCompleted
    {
        get { return task.IsCompleted; }
    }

    /// <summary>
    /// 實例化
    /// </summary>
    /// <param name="str1">文章1</param>
    /// <param name="str2">文章2</param>
    public LevenshteinDistance(string str1, string str2)
    {
        this.str1 = Format(str1);
        this.str2 = Format(str2);
        index = new int[str1.Length, str2.Length];
    }

    public LevenshteinDistance()
    {
    }

    /// <summary>
    /// 異步開始任務
    /// </summary>
    public void Start()
    {
        task = new Task<double>(Analyzer);
        task.Start();
        task.ContinueWith(o => Completed(o.Result));
    }

    /// <summary>
    /// 同步開始任務
    /// </summary>
    /// <returns>相似度</returns>
    public double StartAyns()
    {
        task = new Task<double>(Analyzer);
        task.Start();
        task.Wait();
        return task.Result;
    }

    private void Completed(double s)
    {
        if (AnalyzerCompleted != null)
        {
            AnalyzerCompleted(s);
        }
    }

    private double Analyzer()
    {
        if (str1.Length == 0 || str2.Length == 0)
            return 0;
        for (int i = 0; i < str1.Length; i++)
        {
            for (int j = 0; j < str2.Length; j++)
            {
                k = str1[i] == str2[j] ? 0 : 1;
                if (i == 0&&j==0)
                {
                    continue;
                }
                else if (i == 0)
                {
                    index[i, j] = k + index[i, j - 1];
                    continue;
                }
                else if (j == 0)
                {
                    index[i, j] = k + index[i - 1, j];
                    continue;
                }
                int temp = Min(index[i, j - 1],
                    index[i - 1, j],
                    index[i - 1, j - 1]);
                index[i, j] = temp + k;
            }
        }
        float similarty = 1 - (float)index[str1.Length - 1, str2.Length - 1]
            / (str1.Length > str2.Length ? str1.Length : str2.Length);
        return similarty;
    }

    private string Format(string str)
    {
        str = Regex.Replace(str, @"[^a-zA-Z0-9\u4e00-\u9fa5\s]", "");
        return str;
    }

    private int Min(int a, int b, int c)
    {
        int temp = a < b ? a : b;
        temp = temp < c ? temp : c;
        return temp;
    }

    public void Dispose()
    {
        task.Dispose();
    }
}

}</pre>

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