| Форма представления | Статьи в зарубежных журналах и сборниках |
| Год публикации | 2017 |
| Язык | английский |
|
Бочкарев Владимир Владимирович, автор
Масленникова Юлия Сергеевна, автор
|
| Библиографическое описание на языке оригинала |
Bochkarev V.V, Maslennikova Yu.S, Svetovidov A.A., Semantic similarity and analysis of the word frequency dynamics//Journal of Physics: Conference Series. - 2017. - Vol.936, Is.1. - Art. № 012067. |
| Аннотация |
In this study a similarity in changes of frequencies dynamics for semantically related words was analyzed using word statistics extracted from more than 4.5 million books written over a period of 205 years. The approach is based on the correlation analysis of 1-grams frequency dynamics. We analyzed the frequencies correlation of synonym pairs, their corresponding antonymous groups and random words pairs. Also, we compared several metrics to find the most effective for assessing the degree of similarity in the dynamics of use of different words. Comparing differences between logarithmic rank variations in pairs of synonyms and random word pairs, significant differences are found, though they are smaller than it could be expected. |
| Ключевые слова |
Semantic similarity, word frequencies, Google Books Ngram |
| Название журнала |
Journal of Physics: Conference Series
|
| URL |
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85041177829&doi=10.1088%2f1742-6596%2f936%2f1%2f012067&partnerID=40&md5=f7f7f0131a87fed7b322f7b3dc3cc461 |
| Пожалуйста, используйте этот идентификатор, чтобы цитировать или ссылаться на эту карточку |
https://repository.kpfu.ru/?p_id=175042 |
Полная запись метаданных  |
| Поле DC |
Значение |
Язык |
| dc.contributor.author |
Бочкарев Владимир Владимирович |
ru_RU |
| dc.contributor.author |
Масленникова Юлия Сергеевна |
ru_RU |
| dc.date.accessioned |
2017-01-01T00:00:00Z |
ru_RU |
| dc.date.available |
2017-01-01T00:00:00Z |
ru_RU |
| dc.date.issued |
2017 |
ru_RU |
| dc.identifier.citation |
Bochkarev V.V, Maslennikova Yu.S, Svetovidov A.A., Semantic similarity and analysis of the word frequency dynamics//Journal of Physics: Conference Series. - 2017. - Vol.936, Is.1. - Art. № 012067. |
ru_RU |
| dc.identifier.uri |
https://repository.kpfu.ru/?p_id=175042 |
ru_RU |
| dc.description.abstract |
Journal of Physics: Conference Series |
ru_RU |
| dc.description.abstract |
In this study a similarity in changes of frequencies dynamics for semantically related words was analyzed using word statistics extracted from more than 4.5 million books written over a period of 205 years. The approach is based on the correlation analysis of 1-grams frequency dynamics. We analyzed the frequencies correlation of synonym pairs, their corresponding antonymous groups and random words pairs. Also, we compared several metrics to find the most effective for assessing the degree of similarity in the dynamics of use of different words. Comparing differences between logarithmic rank variations in pairs of synonyms and random word pairs, significant differences are found, though they are smaller than it could be expected. |
ru_RU |
| dc.language.iso |
ru |
ru_RU |
| dc.subject |
Semantic similarity |
ru_RU |
| dc.subject |
word frequencies |
ru_RU |
| dc.subject |
Google Books Ngram |
ru_RU |
| dc.title |
Semantic similarity and analysis of the word frequency dynamics |
ru_RU |
| dc.type |
Статьи в зарубежных журналах и сборниках |
ru_RU |
|
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