Skip to main content
Top
Published in:
Cover of the book

2020 | OriginalPaper | Chapter

Hybrid Natural Language Processing: An Introduction

Authors : Jose Manuel Gomez-Perez, Ronald Denaux, Andres Garcia-Silva

Published in: A Practical Guide to Hybrid Natural Language Processing

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

The proliferation of knowledge graphs and recent advances in artificial intelligence have raised great expectations related to the combination of symbolic and data-driven approaches in cognitive tasks. This is particularly the case of knowledge-based approaches to natural language processing as near-human symbolic understanding relies on expressive, structured knowledge representations. Engineered by humans, knowledge graphs are frequently well curated and of high quality, but they can also be labor-intensive, rely on rigid formalisms and sometimes be biased towards the specific viewpoint of their authors. This book aims to provide the reader with means to address limitations like the above by bringing together bottom-up, data-driven models and top-down, structured knowledge graphs. To this purpose, the book explores how to reconcile both views and enrich the resulting representations beyond the possibilities of each individual approach. Throughout this book, we delve into this idea and show how such hybrid approach can be used with great effectiveness in a variety of natural language processing tasks.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Metadata
Title
Hybrid Natural Language Processing: An Introduction
Authors
Jose Manuel Gomez-Perez
Ronald Denaux
Andres Garcia-Silva
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-44830-1_1

Premium Partner