In web search and information retrieval, a 'Root Set' is a collection of web pages that are directly relevant to a user's query, serving as a starting point for further exploration and analysis of related content. It is crucial for algorithms like HITS (Hyperlink-Induced Topic Search) to identify authoritative and hub pages by expanding the root set through linked pages, thereby improving the relevance of search results.