Diseño de un espacio semántico sobre la base de la Wikipedia. Una propuesta de análisis de la semántica latente para el idioma español

01/28/2019
by   Dalina Aidee Villa, et al.
0

Latent Semantic Analysis (LSA) was initially conceived by the cognitive psychology at the 90s decade. Since its emergence, the LSA has been used to model cognitive processes, pointing out academic texts, compare literature works and analyse political speeches, among other applications. Taking as starting point multivariate method for dimensionality reduction, this paper propose a semantic space for Spanish language. Out results include a document text matrix with dimensions 1.3 x10^6 and 5.9x10^6, which later is decomposed into singular values. Those singular values are used to semantically words or text.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
07/02/2016

Text comparison using word vector representations and dimensionality reduction

This paper describes a technique to compare large text sources using wor...
research
09/21/2019

Application of Fuzzy Clustering for Text Data Dimensionality Reduction

Large textual corpora are often represented by the document-term frequen...
research
03/14/2023

Improving information retrieval through correspondence analysis instead of latent semantic analysis

Both latent semantic analysis (LSA) and correspondence analysis (CA) are...
research
12/11/2016

Self-calibrating Neural Networks for Dimensionality Reduction

Recently, a novel family of biologically plausible online algorithms for...
research
12/30/2022

Hashing-like Johnson–Lindenstrauss transforms and their extreme singular values

The Johnson–Lindenstrauss (JL) lemma is a powerful tool for dimensionali...
research
09/17/2023

Detecting covariate drift in text data using document embeddings and dimensionality reduction

Detecting covariate drift in text data is essential for maintaining the ...
research
07/25/2021

A Comparison of Latent Semantic Analysis and Correspondence Analysis for Text Mining

Both latent semantic analysis (LSA) and correspondence analysis (CA) use...

Please sign up or login with your details

Forgot password? Click here to reset