Title: Efficient approximate searches in large text documents Abstract: There are many efficient algorithms for performing exact searches in large text documents. However, the existing methods for performing approximate searches are inefficient in space utilization or time for performing the search. After outlining the known approaches, we develop a new efficient method for approximate searches. This makes use of a novel data structure.