Text Mining with MATLAB®

Başlık:

Yazar:

Banchs, Rafael E. author.

ISBN:

9781461441519

Ek Yazar:

Banchs, Rafael E. author.

Fiziksel Tanım:

XII, 356 p. online resource.

Contents:

Introduction -- Handling Textual Data -- Regular Expressions -- Basic Operations with Strings -- Reading and Writing Files -- Basic Corpus Statistics -- Statistical Models -- Geometrical Models -- Dimensionality Reduction -- Document Categorization -- Document Search -- Content Analysis.

Abstract:

Konu Terimleri:

Computer science.

Computer science -- Mathematics.

Data mining.

Information storage and retrieval.

Data Mining and Knowledge Discovery.

Math Applications in Computer Science.

Added Corporate Author:

SpringerLink (Online service)

Electronic Access:

http://dx.doi.org/10.1007/978-1-4614-4151-9

Mevcut:*

Library	Materyal Türü	Barkod	Yer Numarası	Durum
Searching... Pamukkale Merkez Kütüphanesi	E-Kitap	71428-1001	QA76.9 .D343	Searching... Unknown

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Özet

Text Mining with MATLAB provides a comprehensive introduction to text mining using MATLAB. It's designed to help text mining practitioners, as well as those with little-to-no experience with text mining in general, familiarize themselves with MATLAB and its complex applications.

The first part provides an introduction to basic procedures for handling and operating with text strings. Then, it reviews major mathematical modeling approaches. Statistical and geometrical models are also described along with main dimensionality reduction methods. Finally, it presents some specific applications such as document clustering, classification, search and terminology extraction.

All descriptions presented are supported with practical examples that are fully reproducible. Further reading, as well as additional exercises and projects, are proposed at the end of each chapter for those readers interested in conducting further experimentation.