Sunday, July 14, 2019

Leetcode solution 291: Word Pattern II

Problem Statement 

Given a pattern and a string str, find if str follows the same pattern.
Here follow means a full match, such that there is a bijection between a letter in pattern and a non-empty substring in str.
Example 1:
Input: pattern = "abab", str = "redblueredblue"
Output: true
Example 2:
Input: pattern = pattern = "aaaa", str = "asdasdasdasd"
Output: true
Example 3:
Input: pattern = "aabb", str = "xyzabcxzyabc"
Output: false
You may assume both pattern and str contains only lowercase letters.
Problem link


Video Tutorial

You can find the detailed video tutorial here

Thought Process

It is quite similar to Word Pattern and Isomorphic String problem, where we would keep a mapping from char to a string while also ensure there would be a one to one mapping, i.e., bijection mapping. The tricky part is it seems there are way many combinations of the mapping, how can we efficiently solve them?

Maybe we could list all the combinations? Maybe we could use DP since it is string related and only ask for true/false result?

How to list all combinations? Think about this way, let's say you have pattern = "aba" and str = "redbluered", since one char in pattern can map to any string length >= 1 in str, it is equivalent to divide up str into 3 parts (length of pattern) and check all cases. For instance, the cut of the words is like below:
  1. r | e | d b l u e r e d
  2. r | e d | b l u e r e d
  3. r | e d b | l u e r e d
  4. r | e d b l | u e r e d
  5. r | e d b l u | e r e d
  6. r | e d b l u e | r e d
  7. r | e d b l u e r | e d
  8. r | e d b l u e r e | d
  9. r e | d | b l u e r e d 
  10. r e | d b | l u e r e d 
  11. r e | d b l | u e r e d  
  12. r e | d b l u | e r e d 
  13. r e | d b l u e | r e d  
  14. r e | d b l u e r | e d 
  15. r e | d b l u e r e | d  
  16. r e d | b | l u e r e d  
  17. ..... 
 In general, if the length of pattern is M, the str length is N, the time complexity of this brute force method is O(N^M), more accurately, it should be


DP solution does not work since we cannot easily get a deduction formula :(


Brute force list all the combos

For each character in pattern, try to map any possible remaining strings in str from length 1 to the end. During this process, need to make sure the string mapping is bijection (no two chars in pattern map to the same string in str) and if a mapping has been seen before, continue use that mapping.

A DFS recursion would be the implementation. A few caveats in implementation
  • Remember to reset the map and set after recursion returned false
  • When there is a bijection mapping, should continue instead of directly break

Time Complexity: O(N^M), or C(N^M) to be exact. Pattern length is M, str length is N
Space Complexity: O(M), Pattern length is M, str length is N. We use a map and a set to store the lookup, but at one time, the map should not exceed the pattern size, so is the set


No comments:

Post a Comment