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形態素解析×言語識別(LID)×テキスト分割×
分野テキストマイニングテキストマイニングテキストマイニング
系統Process / pipelineProcess / pipelineProcess / pipeline
提唱年19801997
提唱者M.F. Porter (Porter stemmer)Marti A. Hearst (TextTiling)
種類Text-normalisation preprocessing taskNLP text-classification taskNLP document-structure / topic-boundary detection
原典Porter, M.F. (1980). An Algorithm for Suffix Stripping. Program, 14(3), 130-137. DOI ↗Lui, M. & Baldwin, T. (2012). langid.py: An Off-the-shelf Language Identification Tool. Proceedings of the ACL 2012 System Demonstrations. link ↗Hearst, M.A. (1997). TextTiling: Segmenting Text into Multi-Paragraph Subtopic Passages. Computational Linguistics, 23(1), 33-64. link ↗
別名stemming, lemmatization, Morfolojik Analiz ve Kök Bulmalanguage detection, LID, Dil Tanımlama (Language Identification)topic segmentation, discourse segmentation, linear text segmentation, Metin Bölümleme (Text Segmentation)
関連444
概要Morphological analysis splits words into their stems and affixes so that different surface forms of the same word can be treated as one. It covers two complementary approaches — rule-based stemming, such as the Porter (1980) and Snowball algorithms, and dictionary-aware lemmatization — and is a critical text-normalisation step for agglutinative languages such as Turkish and Arabic.Language identification is a natural-language-processing task that automatically detects which language a piece of text is written in. Building on off-the-shelf tools such as langid.py (Lui & Baldwin, 2012) and the efficient classifiers of Joulin et al. (2017), it is widely used to preprocess and filter multilingual data sets.Text segmentation divides a long document into meaningful sections (segments) along topic or discourse boundaries. Introduced for subtopic passages by Marti A. Hearst's TextTiling (1997), it supports document-structure analysis and the detection of topic transitions in continuous text.
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ScholarGate手法を比較: Morphological Analysis · Language Identification · Text Segmentation. 2026-06-18に以下より取得 https://scholargate.app/ja/compare