Tools for Quality Assessment of Scientific and Technical Documents
| Title: | Tools for Quality Assessment of Scientific and Technical Documents |
|---|---|
| Authors: | S. V. Gerasimov, R. V. Kurynin, I. V. Mashechkin, M. I. Petrovskiy, D. V. Tsarev, A. A. Shestimerov |
| Source: | Труды Института системного программирования РАН, Vol 24, Iss 0 (2018) |
| Publisher Information: | Ivannikov Institute for System Programming of the Russian Academy of Sciences, 2018. |
| Publication Year: | 2018 |
| Collection: | LCC:Electronic computers. Computer science |
| Subject Terms: | оценка качества научно-технических документов, библиометрия, наукометрия, латентно-семантический анализ, неотрицательная матричная факторизация, тематическое моделирование, методы машинного обучения, Electronic computers. Computer science, QA75.5-76.95 |
| More Details: | In the paper the complex approach to scientific and technical document quality assessment is proposed based on various automatically calculated document quality characteristics as widely used bibliometric and scientometric (based on citation indices), and the new types of characteristics based on the text semantic analysis, heuristics, and also on plagiarism detection methods. The integrated indicator of scientific and technical document quality assessment is formed on the basis of the received basic characteristics with use of machine learning methods similar to the problem of ranking in information retrieval. The developed prototype system based on offered approach is presented, and also the experimental investigations of the developed system directed on check of scientific and technical document quality assessment accuracy are carried out. The analysis of the state of art researches of scientific and technical document quality assessment showed the offered approach based on enhanced list of basic characteristic groups was considered by nobody in so broad statement and as a whole is innovative. The main part of the paper has the following structure. The second section contains an analytical overview of existing approaches to assess quality of scientific and technical documents. The third section provides detail of a proposed approach to assess quality of scientific and technical documents. The forth section describes a prototype system based on the proposed approach. The fifth section discusses results of experiments. |
| Document Type: | article |
| File Description: | electronic resource |
| Language: | English Russian |
| ISSN: | 2079-8156 2220-6426 |
| Relation: | https://ispranproceedings.elpub.ru/jour/article/view/963; https://doaj.org/toc/2079-8156; https://doaj.org/toc/2220-6426 |
| Access URL: | https://doaj.org/article/cecd6515d2484ef9aaa765484caa18ee |
| Accession Number: | edsdoj.6515d2484ef9aaa765484caa18ee |
| Database: | Directory of Open Access Journals |
| ISSN: | 20798156 22206426 |
|---|---|
| Published in: | Труды Института системного программирования РАН |
| Language: | English Russian |