Результаты исследований: Публикации в книгах, отчётах, сборниках, трудах конференций › глава/раздел › научная › Рецензирование
Topic Modeling in Russia: Current Approaches and Issues in Methodology. / Bodrunova, Svetlana S. .
The Palgrave Handbook of Digital Russia Studies. ред. / Daria Gritsenko; Mikhail Kopotev; Marielle Wijermars. Cham : Palgrave Macmillan Ltd., 2020. стр. 409-426.Результаты исследований: Публикации в книгах, отчётах, сборниках, трудах конференций › глава/раздел › научная › Рецензирование
}
TY - CHAP
T1 - Topic Modeling in Russia: Current Approaches and Issues in Methodology
AU - Bodrunova, Svetlana S.
N1 - Bodrunova S.S. (2021) Topic Modeling in Russia: Current Approaches and Issues in Methodology. In: Gritsenko D., Wijermars M., Kopotev M. (eds) The Palgrave Handbook of Digital Russia Studies. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-030-42855-6_23
PY - 2020/12/16
Y1 - 2020/12/16
N2 - Topic modeling as an instrument of probabilistic clustering for text collections has gained particular attention within the computational social science in Russia. This chapter looks at how topic modeling techniques have been developed and employed by the Russian scholars, both for Russian and other languages. We divide the works on topic modeling into methodological, applied, relational, and those dedicated to modeling quality assessment. While the methodological studies are the most developed, the works explaining the substance of the Russian-language discussions cover an important niche in political and social science. However, there is a gap between method-oriented works that treat Russian as “language as such” and the works by computational linguists who focus on Russian but treat topic modeling as a method of secondary importance.
AB - Topic modeling as an instrument of probabilistic clustering for text collections has gained particular attention within the computational social science in Russia. This chapter looks at how topic modeling techniques have been developed and employed by the Russian scholars, both for Russian and other languages. We divide the works on topic modeling into methodological, applied, relational, and those dedicated to modeling quality assessment. While the methodological studies are the most developed, the works explaining the substance of the Russian-language discussions cover an important niche in political and social science. However, there is a gap between method-oriented works that treat Russian as “language as such” and the works by computational linguists who focus on Russian but treat topic modeling as a method of secondary importance.
KW - Topic modeling
KW - computational linguistics
KW - Russia
M3 - Chapter
SN - 978-3-030-42854-9
SP - 409
EP - 426
BT - The Palgrave Handbook of Digital Russia Studies
A2 - Gritsenko, Daria
A2 - Kopotev, Mikhail
A2 - Wijermars, Marielle
PB - Palgrave Macmillan Ltd.
CY - Cham
ER -
ID: 71952150