Amazon Campus(2013-Sep-24)Question 2 / 2 (Amazon Campus（17）:Find the differences of items in amazon)
Amazon has millions of different items in different categories right now, so when sellers want to sell items in our website, sellers want to find the right categories their items belong to. Suppose we want to build a system to help sellers find the minimal differences items and then find the right category. The difference index is a number that sum of single-word edits (insertion, deletion, substitution) required to change one phrase into the other:
For example, we get two lines from standard input Hadoop in practice
Hadoop operations
The difference index of ‘Hadoop in practice’ and ‘Hadoop operations’ is 2. Because we can remove ‘practice’ and substitute ‘in’ with ‘operations’, then ‘Hadoop in practice’ can convert to ‘Hadoop operations’
For example, we get two lines from standard input
Hadoop cookbook
Hadoop operations
The difference index of ‘Hadoop cookbook’ and ‘Hadoop operations’ is 1. Because we can substitute ‘cookbook’ with ‘operations’ then convert 'Hadoop cookbook' can convert to 'Hadoop operations'
For example, we get two lines from standard input:
Ruby in action
Hadoop operations
The difference index of ‘Ruby in action’ and ‘Hadoop operations’ is 3. Because we can substitute ‘Ruby’ with ‘Hadoop’, ‘in’ with ‘operations’ and remove ‘action’ then 'Ruby in action' can convert to 'Hadoop operations'
// 其实这道题目考查的两个字符串的编辑距离问题，详细请看另一篇文章《详解字符串编辑距离求解》，不多述，代码如下：
1 #include <iostream> 2 #include <string> 3 #include <vector> 4 5 using namespace std; 6 7 void CutStr2Vec(const char *str, vector<string> &vec) 8 { 9 char *pNext = NULL; 10 int nLen = strlen(str); 11 // 因为strtok函数是会影响源字符串的，这里我们不想被影响，所以拷贝 12 char *strTmp = new char[nLen + 1]; 13 memset(strTmp,0, nLen + 1); 14 strcpy_s(strTmp,nLen+1,str); 15 16 char *tokenStr = strtok_s(strTmp," ",&pNext); 17 while (tokenStr != NULL) 18 { 19 string str_(tokenStr); 20 vec.push_back(str_); 21 tokenStr = strtok_s(NULL," ",&pNext); 22 } 23 24 delete strTmp; 25 } 26 27 int Min3Values(int a, int b, int c) 28 { 29 int tmp = (a <= b? a:b); 30 return (tmp <= c ? tmp :c); 31 } 32 33 34 int nDiffOf2Strings(char*strA,char *strB) 35 { 36 // 分别将两个字符串进行分解，存起来成为两个字符串数组 37 vector<string> VecStrA; 38 vector<string> VecStrB; 39 CutStr2Vec(strA,VecStrA); 40 CutStr2Vec(strB,VecStrB); 41 // 获得两个字符串容器的大小 42 int nLenA = VecStrA.size(); 43 int nLenB = VecStrB.size(); 44 // 动态规划中代价数组的计算 45 int **matrix = new int *[nLenA + 1]; 46 int i,j; 47 for (i = 0; i != nLenA +1; i++) 48 { 49 matrix[i] = new int[nLenB + 1]; 50 } 51 52 53 matrix[0][0] = 0; 54 for (i = 0; i != nLenA+1; i++) 55 { 56 matrix[i][0] = i; 57 } 58 for (i=0; i!= nLenB+1; i++) 59 { 60 matrix[0][i] = i; 61 } 62 // 63 for (i = 1; i != nLenA + 1; i++) 64 { 65 for (j = 1; j != nLenB + 1; j++) 66 { 67 int Fij = 0; 68 // 如果两个字符串不一致，则距离+1 ，否则默认为0 69 if (VecStrA[i-1].compare(VecStrB[j-1]) != 0) 70 { 71 Fij = 1; 72 } 73 matrix[i][j] = Min3Values(matrix[i][j-1] +1, matrix[i-1][j] +1, matrix[i-1][j-1] +Fij); 74 } 75 } 76 77 78 int nDis = matrix[nLenA][nLenB]; 79 for ( i = 0; i != nLenA+1; i++) 80 { 81 delete[] matrix[i]; 82 } 83 delete[] matrix; 84 85 return nDis; 86 } 87 88 89 90 int main() 91 { 92 int n1 = nDiffOf2Strings("Ruby in action","Hadoop operations"); 93 int n2 = nDiffOf2Strings("Hadoop in practice","Hadoop operations"); 94 int n3 = nDiffOf2Strings("Hadoop cookbook","Hadoop operations"); 95 int n4 = nDiffOf2Strings("Kindle Fire HD Tablet","Kindle Fire HD 8.9" 4G LTE Wireless Tablet"); 96 97 cout<<n1<<endl<<n2<<endl<<n3<<endl<<n4<<endl; 98 99 return 0; 100 }
结果如下所示：
如果有什么建议或者问题，希望能够给予帮助，欢迎讨论！谢谢~