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Natural language processing tools

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Natural language processing tools Author: Trongld Last modified by: Trongld Created Date: 8/16/2006 12:00:00 AM Document presentation format: On-screen Show (4:3) – PowerPoint PPT presentation

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Title: Natural language processing tools


1
Natural language processing tools
  • Lê Ð?c Tr?ng

2
Crawler and Parser tools
  • Crawler tools
  • Crawler 4j http//code.google.com/p/crawler4j/
  • httpClient http//hc.apache.org/httpclient-3.x/
  • Parser tools
  • htmlParser http//htmlparser.sourceforge.net/
  • Jsoup html parser http//jsoup.org/
  • Neko html parser http//nekohtml.sourceforge.net/

3
Vietnamese NLP Tools
  • JVnTextPro http//sourceforge.net/projects/jvntex
    tpro/
  • Sentence Segmentation, Sentence Tokenization,
    Word Segmentation, POS-Tagging
  • VnToolkit http//www.loria.fr/lehong/softwares.p
    hp
  • An automatic tagger for Vietnamese texts
  • A tokenize for automatic word segmentation of
    Vietnamese texts
  • A sentence detector for automatic detecting
    sentences of Vietnamese texts
  • VLSP Tools http//vlsp.vietlp.org8080/demo/?page
    resources
  • Vietnamese Chunking

4
NLP Toolkits
  • LingPipe http//alias-i.com/lingpipe/
  • Find the names of people, organizations or
    locations in news
  • Automatically classify Twitter search results
    into categories
  • Suggest correct spellings of queries
  • Mallet - Machine Learning for Language Toolkit
    http//mallet.cs.umass.edu/
  • Statistic, document classification, clustering,
    topic modeling, information extraction
  • Stanford NLP softwares http//www-nlp.stanford.ed
    u/software/
  • Word segmentation, part-of-speech tagging, named
    entity recognition, chunking, parsing,
    classification and coreference resolution
  • NLTK http//www.nltk.org/
  • Open source Python modules, linguistic data and
    documentation for research and development in
    natural language processing and text analytics.
  • OpenNLP http//opennlp.apache.org/
  • Tokenization, sentence segmentation,
    part-of-speech tagging, named entity extraction,
    chunking, parsing, and coreference resolution

5
Machine learning libraries
  • Conditional random fields (CRF)
  • CRF http//crf.sourceforge.net/
  • Maximum entropy (Maxent)
  • OpenNLP, Mallet
  • Support vector machine (SVM)
  • libSVM http//www.csie.ntu.edu.tw/cjlin/libsvm/
  • svmLight http//svmlight.joachims.org/
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