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February 12, 2018 18:59
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deletion distance - dynamic programming - Feb 12, 2018 10:00 AM
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using System; | |
class Solution | |
{ | |
public static int DeletionDistance(string str1, string str2) | |
{ | |
if(str1 == null || str2 == null) | |
{ | |
return 0; | |
} | |
var length1 = str1.Length; | |
var length2 = str2.Length; | |
var dp = new int[length1 + 1, length2 + 1]; | |
// base case | |
for(int col = 0; col < length2 + 1; col++) | |
{ | |
dp[0, col] = col; | |
} | |
for(int row = 0; row < length1 + 1; row++) | |
{ | |
dp[row, 0] = row; | |
} | |
// inductive step | |
for(int row = 1; row < length1 + 1; row++) | |
{ | |
for(int col = 1; col < length2 + 1; col++) | |
{ | |
var char1 = str1[row - 1]; | |
var char2 = str2[col - 1]; | |
var isEqual = char1 == char2; | |
if(isEqual) | |
{ | |
dp[row, col] = dp[row - 1, col - 1]; | |
} | |
else | |
{ | |
dp[row, col] = 1 + Math.Min(dp[row - 1, col], dp[row, col - 1]); | |
} | |
} | |
} | |
return dp[length1, length2]; | |
} | |
static void Main(string[] args) | |
{ | |
} | |
} | |
// time complexity O((length1)(length2 + 1)) | |
// brute force: 2^(length1 + length2) | |
/* | |
hit and heat how to calculate distance, using dynamic programing | |
0 1 2 3 4 | |
"" "h" "he" "hea" "heat" | |
--------------------------------------------- | |
0 "" 0 1 2 3 4 | |
1 "h" 1 0 1 | |
2 "hi" 2 | |
3 "hit" 3 ? | |
"h", "he" | |
| | two choices: delete either one of latest char in two strings | |
delete "h", 1 + dist("", "he") = 1 + dist(0, 2) = 1 + 2 | |
delete "e", 1 + dist("h", "h") = 1 + dist(1, 1) = 1 + 0 | |
Min(3, 1) = 1 | |
if current two chars are equal, then dist(i - 1, j - 1) | |
*/ |
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