LSI meaning in Database Management ?

Answer:

What is Latent Semantic Indexing mean?

Latent semantic analysis (LSA) is a technique in natural language processing, in particular distributional semantics, of analyzing relationships between a set of documents and the terms they contain by producing a set of concepts related to the documents and terms. LSA assumes that words that are close in meaning will occur in similar pieces of text (the distributional hypothesis). A matrix containing word counts per document (rows represent unique words and columns represent each document) is constructed from a large piece of text and a mathematical technique called singular value decomposition (SVD) is used to reduce the number of rows while preserving the similarity structure among columns. Documents are then compared by taking the cosine of the angle between the two vectors (or the dot product between the normalizations of the two vectors) formed by any two columns. Values close to 1 represent very similar documents while values close to 0 represent very dissimilar documents.

An information retrieval technique using latent semantic structure was patented in 1988 (US Patent 4,839,853, now expired) by Scott Deerwester, Susan Dumais, George Furnas, Richard Harshman, Thomas Landauer, Karen Lochbaum and Lynn Streeter. In the context of its application to information retrieval, it is sometimes called latent semantic indexing (LSI).

reference

Full Form	Category
La Salle Institute	Academic & Science
Liver Somatic Index	Academic & Science
Language Systems International	Academic & Science
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Langelier Saturation Index	Academic & Science
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Logistic Specialties Inc	Business
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Latent Semantic Indexing	Database Management
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Langlier Saturation Index	General
Liquidity Stress Index	General
Latest Semantic Indexing	General
Large Scale Integrated	General
Linguistic Survey of India	Governmental
Landscape Shape Index	Governmental
Level of Supervision Inventory	Governmental
Learning Systems Institute	Governmental
Legal Secretaries Inc	Governmental
Learning Sciences Institute	Governmental
Life Sciences Institute	Governmental
Lab Safety Institute	Governmental
Leader Scholars Institute	Governmental
Lëvizja Socialiste për Integrim	Governmental
LAHERIA SARAI	Indian Railway Station
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Learning Systems International	International
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Logistic Services International	International
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