Результаты поиска по 'библиография':
Найдено статей: 1
  1. Полежаев В.А.
    Задачи и методы автоматического построения графа цитирований по коллекции научных документов
    Компьютерные исследования и моделирование, 2012, т. 4, № 4, с. 707-719

    Задача автоматического построения графа цитирования по коллекции научных документов сводится к решению последовательности задач распознавания. Рассматриваются методы решения, их адаптация и объединение в технологическую цепочку, приводятся результаты вычислительных экспериментов для некоторых задач.

    Ключевые слова: компьютерныйана лиз текстов, граф цитирований, библиография, метаописания, мэтчинг, связывание, разметка, сегментация.
    Polezhaev V.A.
    Automated citation graph building from a corpora of scientific documents
    Computer Research and Modeling, 2012, v. 4, no. 4, pp. 707-719

    In this paper the problem of automated building of a citation graph from a collection of scientific documents is considered as a sequence of machine learning tasks. The overall data processing technology is described which consists of six stages: preprocessing, metainformation extraction, bibliography lists extraction, splitting bibliography lists into separate bibliography records, standardization of each bibliography record, and record linkage. The goal of this paper is to provide a survey of approaches and algorithms suitable for each stage, motivate the choice of the best combination of algorithms, and adapt some of them for multilingual bibliographies processing. For some of the tasks new algorithms and heuristics are proposed and evaluated on the mixed English and Russian documents corpora.

    Keywords: text mining, machine learning, information extraction, citation graph, bibliography, matching, record linkage, labeling, segmentation, conditional random fields.
    Views (last year): 5. Citations: 1 (RSCI).

Indexed in Scopus

Full-text version of the journal is also available on the web site of the scientific electronic library eLIBRARY.RU

The journal is included in the Russian Science Citation Index

The journal is included in the RSCI

International Interdisciplinary Conference "Mathematics. Computing. Education"

Copyright © 2009–2024 Institute of Computer Science