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Solution: Replace Words

Explore how to implement an optimized solution to replace words in a sentence with the shortest matching prefixes from a dictionary using a trie. Understand how building and searching a trie reduces time complexity compared to naive methods. Learn to manage prefix searches, word replacements, and handle cases with no matching prefixes, improving efficiency in solving prefix-based problems.

Statement

In this problem, we are considering the words that are composed of a prefixA prefix is a formative element (the smallest meaningful constituent of a linguistic expression) used at the very beginning of a word. For example, ‘un’, ‘dis’, ‘anti’, etc. and a postfixA postfix is a formative element used at the end of a word.. For example, if we append a postfix “happy” to a prefix “un”, it forms the word “unhappy”. Similarly, “disagree” is formed from a prefix, “dis” followed by a postfix, “agree”.

You’re given a dictionary, dictionary, consisting of prefixes, and a sentence, sentence, which has words separated by spaces only. Your task is to replace the postfix in sentence with their prefixes given in dictionary (if found) and return the modified sentence.

A couple of points to keep in mind:

  • If a postfix in the sentence matches more than one prefix in the dictionary, replace it with the prefix that has the shortest length. For example, if we have the sentence “iphone is amazing”, and the dictionary {“i”, “ip”, “hone”}, then the word “iphone” has two prefixes in the dictionary “i” and “ip”, but we will replace it with the one that is shorter among the two, that is, “i”.

  • If there is no root word against any word in the sentence, leave it unchanged.

Constraints:

  • 11 \leq dictionary.length 1000\leq 1000
  • 11 \leq dictionary[i].length 100\leq 100
  • dictionary[i] consists of only lowercase letters.
  • 11 \leq sentence.length 103\leq 10^3
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