title: Automatic annotation of single documents
metadata.name: dc.contributor.advisor
metadata.value: Поздняков Сергей Николаевич
metadata.lang: ru_RU
metadata.name: dc.contributor.author
metadata.value: Сандул Михаил Вадимович
metadata.lang: ru_RU
metadata.name: dc.contributor.author
metadata.value: Sandul Mikhail
metadata.lang: en_GB
metadata.name: dc.contributor.editor
metadata.value: Михайлова Елена Георгиевна
metadata.lang: ru_RU
metadata.name: dc.contributor.editor
metadata.value: Mikhailova Elena Georgievnа
metadata.lang: en_GB
metadata.name: dc.date.accessioned
metadata.value: 2018-07-25T20:11:11Z
metadata.lang: -
metadata.name: dc.date.available
metadata.value: 2018-07-25T20:11:11Z
metadata.lang: -
metadata.name: dc.date.issued
metadata.value: 2017
metadata.name: dc.identifier.other
metadata.value: 031124
metadata.lang: en_GB
metadata.name: dc.identifier.uri
metadata.value: http://hdl.handle.net/11701/10796
metadata.lang: -
metadata.name: dc.description.abstract
metadata.value: Сандул Михаил Вадимович. Автоматическое аннотирование одиночных документов. Научный руководитель: Михайлова Е.Г. Направление математика, механика, кафедра Информационно-Аналитических Систем. В работе рассматриваются несколько подходов к автоматическому извлечению ключевых слов. Для двух из них был проведен подробный анализ их эффективности на русскоязычных текстах. В результате был предложен новый алгоритм.  Количесвто источников: 10     1) Анализ данных и процессов / А.А. Барсегян, М.С. Куприянов, И.И. Холод, и др. -- БХВ-Петербург, 2009.-510 с.   2) Michael Berry. Text Mining: Applications and Theory / Michael Berry, Jacob Kogan -- 2010, John Wiley and Sons, Ltd.-205 с.  3) Rada Mihalcea, Paul Tarau. TextRank: Bringing Order into Texts // In Proceedings of EMNLP 2004 (ed. Lin D and Wu D), pp. 404–411  4) Siddiqi, S., Sharan, A. Keyword and keyphrase extraction from single Hindi document using statistical approach // 2015 2nd International Conference on Signal Processing and Integrated Networks (SPIN) 2015, pp. 713-718  5) Juan P. Herrera, Pedro A. Pury. Statistical Keyword Detection in Literary Corpora // The European Physical Journal B, 2008, pp. 135-146  6) Xinghua Hu, Bin Wu. Automatic Keyword Exctraction Using Linguistic Features //Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06), 2006, pp. 19-23  7) Zhengyang Liu, Jianyi Liu, Wenbin Yao, Cong Wang. Keyword Extraction Using PageRank on Synonym Networks // 2010 International Conference on E-Product E-Service and E-Entertainment, 2010, pp. 1-4  8) ones S., Paynter G. Automatic extraction of document keyphrases for use in digital libraries: evaluation and applications // Journal of the American Society for Information Science and Technology, 2002  9) Gutwin C, Paynter G, Witten I, Nevill-Manning C., Frank E. Improving browsing in digital libraries with keyphrase indexes // Decision Support Systems 27(1–2), 1999, pp. 81–104  10) С.А. Шаров. Частотный словарь [Электронный ресурс] - URL: http://www.artint.ru/projects/frqlist.php (дата обращения 20.05.2017)
metadata.lang: ru_RU
metadata.name: dc.description.abstract
metadata.value: Sandul Mikhail. Automatic annotation of Single Documents. Scientific Supervisor: Elena Mikhailova. Department of Mathematics and Mechanics, Sub-Department of Analytical Information Systems. Several approaches to automatic keyword extraction were investigated in this work. Efficiency of two of them were examined on Russian text. As a result new algorithm was proposed. Number of references: 10   1) Анализ данных и процессов / А.А. Барсегян, М.С. Куприянов, И.И. Холод, и др. -- БХВ-Петербург, 2009.-510 с.   2) Michael Berry. Text Mining: Applications and Theory / Michael Berry, Jacob Kogan -- 2010, John Wiley and Sons, Ltd.-205 с.  3) Rada Mihalcea, Paul Tarau. TextRank: Bringing Order into Texts // In Proceedings of EMNLP 2004 (ed. Lin D and Wu D), pp. 404–411  4) Siddiqi, S., Sharan, A. Keyword and keyphrase extraction from single Hindi document using statistical approach // 2015 2nd International Conference on Signal Processing and Integrated Networks (SPIN) 2015, pp. 713-718  5) Juan P. Herrera, Pedro A. Pury. Statistical Keyword Detection in Literary Corpora // The European Physical Journal B, 2008, pp. 135-146  6) Xinghua Hu, Bin Wu. Automatic Keyword Exctraction Using Linguistic Features //Sixth IEEE International Conference on Data Mining - Workshops (ICDMW'06), 2006, pp. 19-23  7) Zhengyang Liu, Jianyi Liu, Wenbin Yao, Cong Wang. Keyword Extraction Using PageRank on Synonym Networks // 2010 International Conference on E-Product E-Service and E-Entertainment, 2010, pp. 1-4  8) ones S., Paynter G. Automatic extraction of document keyphrases for use in digital libraries: evaluation and applications // Journal of the American Society for Information Science and Technology, 2002  9) Gutwin C, Paynter G, Witten I, Nevill-Manning C., Frank E. Improving browsing in digital libraries with keyphrase indexes // Decision Support Systems 27(1–2), 1999, pp. 81–104  10) С.А. Шаров. Частотный словарь [Электронный ресурс] - URL: http://www.artint.ru/projects/frqlist.php (дата обращения 20.05.2017)
metadata.lang: en_GB
metadata.name: dc.language.iso
metadata.value: ru
metadata.name: dc.subject
metadata.value: автоматическое извлечение ключевых слов
metadata.lang: ru_RU
metadata.name: dc.subject
metadata.value: интеллектуальный анализ данных
metadata.lang: ru_RU
metadata.name: dc.subject
metadata.value: анализ текстовой информации
metadata.lang: ru_RU
metadata.name: dc.subject
metadata.value: частотный подход
metadata.lang: ru_RU
metadata.name: dc.subject
metadata.value: статистический подход
metadata.lang: ru_RU
metadata.name: dc.subject
metadata.value: automatic keyword extraction
metadata.lang: en_GB
metadata.name: dc.subject
metadata.value: data mining
metadata.lang: en_GB
metadata.name: dc.subject
metadata.value: text mining
metadata.lang: en_GB
metadata.name: dc.subject
metadata.value: frequency approach
metadata.lang: en_GB
metadata.name: dc.subject
metadata.value: statistical approach
metadata.lang: en_GB
metadata.name: dc.title
metadata.value: Automatic annotation of single documents
metadata.lang: en_GB
metadata.name: dc.title.alternative
metadata.value: Автоматическое аннотирование одиночных документов
metadata.lang: ru_RU
resources.filename: SandulMV_GraduationWork.pdf
resources.url: https://dspace.spbu.ru/bitstream/11701/10796/1/SandulMV_GraduationWork.pdf
resources.format: Adobe PDF
resources.description: Article
resources.size: 550,18 kB
resources.filename: reviewSV_st007740_Mixajlova_Elena_Georgievna_(supervisor)(Ru).txt
resources.url: https://dspace.spbu.ru/bitstream/11701/10796/2/reviewSV_st007740_Mixajlova_Elena_Georgievna_%28supervisor%29%28Ru%29.txt
resources.format: Text
resources.description: ReviewSV
resources.size: 3,62 kB