THE EXTRACTION OF LEXICAL AND METRORHYTHMIC FEATURES WHICH ARE CHARACTERISTIC FOR THE GENRE AND THE STYLE AND FOR THEIR COMBINATIONS WITHIN THE PROCESS OF AUTOMATED PROCESSING OF TEXTS IN RUSSIAN
Journal Title: Современные информационные технологии и ИТ-образование - Year 2018, Vol 14, Issue 4
Abstract
This paper describes the algorithm of automatic extraction of the characteristic features for the genre and the style. This work was carried out in the framework of the development of a software system created in the Institute of Computational Technologies of SB RAS and designed for a complex analysis of metrorhythmic and genre-stylistic characteristics of poetic texts in Russian. The paper presents the structure of the software system developed in the ICT SB RAS and intended for a complex analysis of metrorhythmic and genre-stylistic characteristics of poetic texts in Russian. The system organically combines both original program modules which are created directly by the system developers and intended for the solution of the single-purpose tasks of the analysis of the poetic texts, and open access software products. The generalized approach, which allows to consider the poetic features in the form of a vector, on the one hand, allows to use the modern algorithms of the classification and their ensembles, on the other, such approach has the disadvantages for small volumes of the texts with which it is necessary to work. Therefore, the presence of such a step as verification allows the specialists to adjust the operation of the system based on an expert knowledge, and also makes the classification process transparent. As a tool, the Python libraries were used: scikit-learn, in which the algorithms of the classification and also the methods of their combination were implemented; and ELI5, which allows to establish a correspondence between the components of the feature vector with specific features. So, the extraction of lexical and metrorhythmic features which are characteristic for the genre and style and of their combinations improved the process of automated processing of poetic texts in Russian what is shown on the base of the corpus of poetic texts of A.S. Pushkin and K.N. Batyushkov. The obtained results can be used for the verification of the classifier and for a list of characteristic features for the genre and the style of a poet.
Authors and Affiliations
Vladimir Barakhnin, Olga Kozhemyakina, Elena Rychkova, Ilya Pastushkov, Yuliya Borzilova
Keywords
Related Articles
- EP ID EP523558
- DOI 10.25559/SITITO.14.201804.888-895
- Views 123
- Downloads 0
CONCEPT OF THE IMPROVED ARCHITECTURE OF VIRTUAL COMPUTER LABORATORY FOR EFFECTIVE TRAINING OF SPECIALISTS SKILLED IN DISTRIBUTED INFORMATION SYSTEMS AND DESIGN TOOLS
The article discusses the advanced architecture of the virtual computer laboratory, which is used in the innovative practice of training specialists in distributed information systems, as well as software developers skil...
PROPAEDEUTICS PARALLEL COMPUTING IN SCHOOL INFORMATICS: THE TOPIC "SWARM OF ROBOTS" IN THE COMPETITION "TRIZFORMMASHKA-2017"
The paper describes the methodological materials for the inclusion of the topic "Parallel computing" in the school informatics. The set of tasks "Swarm of Robots" are considered. The tasks were tested at the competition...
NONTRIVIAL PERIODIC SOLUTIONS OF THE SIN-GORDON EQUATION
In this paper, we study the problem of time-periodic solutions of the sin-Gordon equation with Neumann and Dirichlet boundary conditions on an interval. The novelty of the paper lies in the fact that in previous papers t...
SOLUTION OF THE PROBLEM OF HIGH-PRECISION POSITIONING OF AUTOMOBILE TRANSPORT ON THE BASIS OF THE USE OF ELECTRONIC MAPS
The solution of the problem of positioning of moving objects is now increasingly carried out using electronic maps, allowing approximating with high accuracy the trajectory of the object by a set of orthodromic trajector...
PROGRAMS FOR ATRIBUTION AND FOR VIEWING PHOTOCOPIES OF A COLLECTION OF PORTRAITS
The article deals with the problem of digitization and attribution of portraits in archive collections. The principal example is the collection of portraits from the Moscow Society of Naturalists archives. Special softwa...