A MapReduce based distributed LSI for scalable information retrieval

Y Liu, M Li, M Khan, M Qi - Computing and Informatics, 2014 - cai.sk
Abstract Latent Semantic Indexing (LSI) has been widely used in information retrieval due to
its efficiency in solving the problems of polysemy and synonymy. However, LSI is notably a …

Design and evaluation of a parallel document clustering algorithm based on hierarchical latent semantic analysis

K Seshadri, KV Iyer - Concurrency and Computation: Practice …, 2019 - Wiley Online Library
We propose a parallel generalization scheme for Singular Value Decomposition–based
clustering algorithms. The scheme enables the clustering algorithm to generate a hierarchy …

A scalable parallel algorithm for building web directories

K Seshadri, A Maruthappan… - Concurrency and …, 2021 - Wiley Online Library
Web directories like Wikipedia and Open Directory Mozilla facilitate efficient information
retrieval (IR) of web documents from a huge web corpus. Maintenance of these web …

Parallelization of a graph‐cut based algorithm for hierarchical clustering of web documents

K Seshadri, SM Shalinie - Concurrency and Computation …, 2015 - Wiley Online Library
We propose a parallelization scheme for an existing algorithm for constructing a web‐
directory, that contains categories of web documents organized hierarchically. The …

Word Embedding Techniques for Sentiment Analyzers: A Review

UR Rayala, K Seshadri - New Opportunities for Sentiment Analysis …, 2021 - igi-global.com
Sentiment analysis is perceived to be a multi-disciplinary research domain composed of
machine learning, artificial intelligence, deep learning, image processing, and social …

A resource aware distributed LSI algorithm for scalable information retrieval

Y Liu - 2011 - bura.brunel.ac.uk
Latent Semantic Indexing (LSI) is one of the popular techniques in the information retrieval
fields. Different from the traditional information retrieval techniques, LSI is not based on the …

Parallel hierarchical subspace clustering for segmenting large text corpuses

S Karthick, SM Shalinie, S Umabharathi… - … on Trends in …, 2017 - ieeexplore.ieee.org
Hierarchical Document Clustering helps in grouping similar documents and facilitates the
subsequent extraction of useful information. High dimensionality of documents and the scale …

[引用][C] Matching LSI for scalable information retrieval

R Palsonkennedy, TV Gopal - Journal of Computer Science, 2012 - Science Publications