Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions

Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions

The problem of classification of scientific texts is considered. Models and methods based on probabilistic distributions of scientific terms in text are discussed. The comparative study of proposed and a few of popular alternative algorithms was performed. The results of experimental study over real...

Full description

Bibliographic Details
Main Authors: Vaidas Balys, Rimantas Rudzkis
Format: Article
Language:English
Published: Austrian Statistical Society 2016-04-01
Series:Austrian Journal of Statistics
Online Access:http://www.ajs.or.at/index.php/ajs/article/view/292
id doaj-a00013ed80714e7692639b1f6dcd8f24
record_format Article
spelling doaj-a00013ed80714e7692639b1f6dcd8f242021-04-22T12:34:10ZengAustrian Statistical SocietyAustrian Journal of Statistics1026-597X2016-04-0137110.17713/ajs.v37i1.292Classification of Publications Based on Statistical Analysis of Scientific Terms DistributionsVaidas Balys0Rimantas Rudzkis1Institute of Mathematics and Informatics, VilniusInstitute of Mathematics and Informatics, VilniusThe problem of classification of scientific texts is considered. Models and methods based on probabilistic distributions of scientific terms in text are discussed. The comparative study of proposed and a few of popular alternative algorithms was performed. The results of experimental study over real-world data are reported. http://www.ajs.or.at/index.php/ajs/article/view/292
collection DOAJ
language English
format Article
sources DOAJ
author Vaidas Balys
Rimantas Rudzkis
spellingShingle Vaidas Balys
Rimantas Rudzkis
Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions
Austrian Journal of Statistics
author_facet Vaidas Balys
Rimantas Rudzkis
author_sort Vaidas Balys
title Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions
title_short Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions
title_full Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions
title_fullStr Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions
title_full_unstemmed Classification of Publications Based on Statistical Analysis of Scientific Terms Distributions
title_sort classification of publications based on statistical analysis of scientific terms distributions
publisher Austrian Statistical Society
series Austrian Journal of Statistics
issn 1026-597X
publishDate 2016-04-01
description The problem of classification of scientific texts is considered. Models and methods based on probabilistic distributions of scientific terms in text are discussed. The comparative study of proposed and a few of popular alternative algorithms was performed. The results of experimental study over real-world data are reported.
url http://www.ajs.or.at/index.php/ajs/article/view/292
work_keys_str_mv AT vaidasbalys classificationofpublicationsbasedonstatisticalanalysisofscientifictermsdistributions
AT rimantasrudzkis classificationofpublicationsbasedonstatisticalanalysisofscientifictermsdistributions
_version_ 1721514480331915264

Similar Items