List down the global resources applicable for query expansion, what are the resources useful for query expansion or query reformulation, how does query expansion is achieved? global method for improving recall of an information retrieval system
Question: List down the common resources for query reformulation / expansion
Answer: Query expansion is a global method for query reformulation. It is used for adding related words to a query in order to increase the number of returned documents and improve recall accordingly. It often referred as “global query expansion”. As the method uses global resources such as thesaurus and query logs that are not usually query dependent, it is referred to as “global query expansion”. Query expansion uses the following global resources for query reformulation; 1. Controlled vocabulary There is a canonical term for each concept; all other terms for the same concept are replaced by the canonical term 2. Manual thesaurus Human annotators build sets of synonymous terms for concepts. Example: PubMed. 3. Automatically generated thesaurus Attempt to generate a thesaurus automatically by analyzing the distribution of words in documents 4. Query log mining Query logs are maintained by each search engine in order to analyze the behavior of the user while interacting with search engine. These kind of approaches use these query logs to analyze the user’s preference and adds corresponding terms to query.
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Keywords
Query expansion techniques
Query expansion methods in information retrieval
Query expansion techniques for question answering
Query expansion to improve document retrieval
Global query expansion how to do
Global methods for improving recall of an IR system
Improve the effectiveness of information retrieval
Global option for improving the recall
What is global query expansion?
Why query expansion is referred to as global method?
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