Given an input string (s) and a pattern (p), implement regular
expression matching with support for '.' and '*'.'.' Matches any single character. '*' Matches zero or more of the
preceding element. The matching should cover the entire input string
(not partial).Note:
s could be empty and contains only lowercase letters a-z. p could be
empty and contains only lowercase letters a-z, and characters like .
or *. Example 1:Input: s = "aa" p = "a" Output: false Explanation: "a" does not match
the entire string "aa". Example 2:Input: s = "aa" p = "a" Output: true Explanation: '' means zero or
more of the precedeng element, 'a'. Therefore, by repeating 'a' once,
it becomes "aa". Example 3:Input: s = "ab" p = "." Output: true Explanation: "." means "zero or
more (*) of any character (.)". Example 4:Input: s = "aab" p = "cab" Output: true Explanation: c can be
repeated 0 times, a can be repeated 1 time. Therefore it matches
"aab". Example 5:Input: s = "mississippi" p = "misisp*." Output: false
比较难的一道题
第一思路是双指针解决,两个指针分别匹配中移动,如果最后都指向队尾,则匹配成功,利用贪心的思想,尽可能的往后匹配,最后判断两个串是否还有剩余,但没有考虑到一个情况,可能出现匹配多的情况,下面的情况就cover不了。
1111
1*1111
无法通过贪心解决的时候,就可以在无法决定的地方进行分支判断,按照正向的就是递归的思想,不要忘了保存状态。
正向可以通过递归方式解决
public boolean isMatch(String s, String p) {
if(s.length()==0 && p.length()==0) return true;
if(p.length()>=2 && p.charAt(1)=='*'){
if(p.length()>=1 && s.length()>=1 && (p.charAt(0)==s.charAt(0) || p.charAt(0)=='.')){
if(isMatch(s.substring(1),p)) return true;
}
if(isMatch(s,p.substring(2))) return true;
}
if(p.length()>=1 && s.length()>=1 && (p.charAt(0)==s.charAt(0) || p.charAt(0)=='.')){
if(isMatch(s.substring(1),p.substring(1))) return true;
}
return false;
}
但是有一个比较明显的优化点,重复计算了很多状态,可以用一个二维数组保存状态
int[][] dp;
public boolean isMatch(String s, String p) {
dp=new int[s.length()+1][p.length()+1];
dp[0][0]=1;
return ref(s,p);
}
public boolean ref(String s, String p) {
if(dp[s.length()][p.length()]!=0) return dp[s.length()][p.length()]==1;
boolean first=p.length()>=1 && s.length()>=1 && (p.charAt(0)=='.' || p.charAt(0)==s.charAt(0));
if(p.length()>=2 && p.charAt(1)=='*'){
if(first){
if(ref(s.substring(1),p)){
dp[s.length()][p.length()]=1;
return true;
}
}
if(ref(s,p.substring(2))){
dp[s.length()][p.length()]=1;
return true;
}
}
if(first){
if(ref(s.substring(1),p.substring(1))){
dp[s.length()][p.length()]=1;
return true;
}
}
dp[s.length()][p.length()]=-1;
return false;
}
到这里其实看出来转换为了动态规划问题,从左下角开始,不断依赖右上方的状态,所以需要递归,如果修改为自下向上的动态规划,就可以解决这个问题
p.charAt(j+1)=='*'
dp[i][j]= || dp[i+1][j] (isFirstMatch)
dp[i][j]= || dp[i][j+2]
dpi= || dpi+1 (isFirstMatch)
public boolean isMatch(String s, String p) {
boolean[][] dp=new boolean[s.length()+1][p.length()+1];
for(int i=s.length();i>=0;--i){
for(int j=p.length();j>=0;--j){
if(i==s.length() && j==p.length()){
dp[i][j]=true;
continue;
}
boolean isFirst=j<p.length && i<s.length &&(s.charAt(i)==p.charAt(j) || p.chatAt(j)=='.');
if(j<p.length() && p.charAt(j)=='*') continue;
if(j<p.length()-1 && p.charAt(j+1)=='*'){
if(isFirst) dp[i][j]=dp[i][j] || dp[i+1][j];
dp[i][j]=dp[i][j] || dp[i][j+2];
}else{
if(isFirst) dp[i][j]=dp[i][j] || dp[i+1][j+1];
}
}
}
return dp[0][0];
}
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