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Bilisoly, Roger

Practical Text Mining with Perl

Bilisoly, Roger - Practical Text Mining with Perl, e-kirja

70,65€

E-kirja, ePUB, Adobe DRM-suojattu
ISBN: 9781118210505
DRM-rajoitukset

Tulostus89 sivua ja lisä sivu kertyy joka 9. tunti, ylärajana 89 sivua
Kopioi leikepöydälle15 poimintoa

Provides readers with the methods, algorithms, and means to perform text mining tasks

This book is devoted to the fundamentals of text mining using Perl, an open-source programming tool that is freely available via the Internet (www.perl.org). It covers mining ideas from several perspectives--statistics, data mining, linguistics, and information retrieval--and provides readers with the means to successfully complete text mining tasks on their own.

The book begins with an introduction to regular expressions, a text pattern methodology, and quantitative text summaries, all of which are fundamental tools of analyzing text. Then, it builds upon this foundation to explore:

  • Probability and texts, including the bag-of-words model

  • Information retrieval techniques such as the TF-IDF similarity measure

  • Concordance lines and corpus linguistics

  • Multivariate techniques such as correlation, principal components analysis, and clustering

  • Perl modules, German, and permutation tests

Each chapter is devoted to a single key topic, and the author carefully and thoughtfully introduces mathematical concepts as they arise, allowing readers to learn as they go without having to refer to additional books. The inclusion of numerous exercises and worked-out examples further complements the book's student-friendly format.

Practical Text Mining with Perl is ideal as a textbook for undergraduate and graduate courses in text mining and as a reference for a variety of professionals who are interested in extracting information from text documents.

Avainsanat: Text mining, Data mining, Text Mining with Perl, Information retrieval, Natural language processing, Text mining software, Perl

Tekijä(t)
Julkaisija
John Wiley and Sons, Inc.
Julkaisuvuosi
2008
Kieli
en
Painos
1
Sarja
Wiley Series on Methods and Applications in Data Mining
Sivumäärä
300 sivua
Kategoria
Tietotekniikka, tietoliikenne
Tiedostomuoto
E-kirja
eISBN (ePUB)
9781118210505
Painetun ISBN
9780470176436

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