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Syntactic n-grams in Computational Linguistics: SpringerBriefs in Computer Science

Autor Grigori Sidorov
en Limba Engleză Paperback – 11 apr 2019
This book is about a new approach in the field of computational linguistics related to the idea of constructing n-grams in non-linear manner, while the traditional approach consists in using the data from the surface structure of texts, i.e., the linear structure. In this book, we propose and systematize the concept of syntactic n-grams, which allows using syntactic information within the automatic text processing methods related to classification or clustering. It is a very interesting example of application of linguistic information in the automatic (computational) methods. Roughly speaking, the suggestion is to follow syntactic trees and construct n-grams based on paths in these trees. There are several types of non-linear n-grams; future work should determine, which types of n-grams are more useful in which natural language processing (NLP) tasks.
This book is intended for specialists in the field of computational linguistics. However, we made an effort to explain in a clear manner how to use n-grams; we provide a large number of examples, and therefore we believe that the book is also useful for graduate students who already have some previous background in the field.
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Specificații

ISBN-13: 9783030147709
ISBN-10: 3030147703
Pagini: 116
Ilustrații: IX, 92 p. 15 illus., 10 illus. in color.
Dimensiuni: 155 x 235 mm
Greutate: 0.17 kg
Ediția:1st ed. 2019
Editura: Springer International Publishing
Colecția Springer
Seria SpringerBriefs in Computer Science

Locul publicării:Cham, Switzerland

Cuprins

Preface.- Introduction.- PART I.  VECTOR SPACE MODEL  IN THE ANALYSIS OF SIMILARITY  BETWEEN TEXTS.- Chapter 1.  Formalization in computational linguistics.- Chapter 2. Vector space model.- Chapter 3. Vector space model for texts and the tf-idf measure.- Chapter 4. Latent Semantic Analysis (LSA): reduction of dimensions.- Chapter 5. Design of experiments in computational linguistics.- Chapter 6.  Example of application of n-grams: authorship attribution using n-grams of syllables.- PART II.  NON-LINEAR CONSTRUCTION  OF N-GRAMS.- Chapter 7.  Syntactic n-grams: the concept.- Chapter 8. Types of syntactic n-grams according to their components.- Chapter 9.  Continuous and non-continuous syntactic n-grams.- Chapter 10. Metalanguage of syntactic n-grams representation.- Chapter 11.  Examples of construction of non-continuous syntactic n-grams.- Chapter 12. Automatic analysis of authorship using syntactic n-grams.- Chapter 13.  Filtered n-grams.- Chapter 14.  Generalized n-grams.

Notă biografică

Grigori Sidorov is full Professor and researcher at the "Centro de Investigación en Computación" (Center for Computing Research, CIC),which is part of the "Instituto Politécnico Nacional" (National Polytechnic Institute), IPN in Mexico city, Mexico.

Caracteristici

Provides a new approach in the field of computational linguistics related to the idea of constructing n-grams in non-linear manner
Proposes and systematises the concept of syntactic n-grams
Intended for specialists in the field of computational linguistics

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