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Latent Semantic Indexing For Information Retrieval

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Sudarsun Santhiappan

Introducing Latent Semantic Analysis through Singular Value Decomposition on Text Data for Information Retrieval

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Latent Semantic Indexing Sudarsun. S., M.Tech Checktronix India Pvt Ltd, Chennai 600034 [email_address]
What is NLP ? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Major Entities … ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
LSA for Information Retrieval ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is LSA ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],Singular Value Decomposition
Mathematical Background of SVD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Computation of SVD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Eigen Value & Vectors ,[object Object],[object Object]
How to Build LSA ? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],Frequency Matrix
 
 
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
A U S V t m x n m x k k x k k x n · ·  Terms Documents 0 0
Documents TDM SVD Terms U S V
Similarity Computation Using Cosine ,[object Object],[object Object],[object Object],[object Object],[object Object]
Similarity Computations in LSA
Term-term Similarity ,[object Object],[object Object]
Document – Document Similarity ,[object Object],SV t
Term – Document Similarity ,[object Object]
U*S 1/2 S 1/2 *V t
Construction of Pseudo-document ,[object Object],[object Object],[object Object],[object Object]
Alternatives to LSA ,[object Object],[object Object],[object Object]
References ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thanks.. ,[object Object]

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