Graph Learning and Network Science for Natural Language Processing
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Graph Learning and Network Science for Natural Language Processing: (Computational Intelligence Techniques)

Graph Learning and Network Science for Natural Language Processing: (Computational Intelligence Techniques)

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International Edition


About the Book

Advances in graph-based natural language processing (NLP) and information retrieval tasks have shown the importance of processing using the Graph of Words method. This book covers recent concrete information, from the basics to advanced level, about graph-based learning, such as neural network-based approaches, computational intelligence for learning parameters and feature reduction, and network science for graph-based NPL. It also contains information about language generation based on graphical theories and language models. Features: Presents a comprehensive study of the interdisciplinary graphical approach to NLP Covers recent computational intelligence techniques for graph-based neural network models Discusses advances in random walk-based techniques, semantic webs, and lexical networks Explores recent research into NLP for graph-based streaming data Reviews advances in knowledge graph embedding and ontologies for NLP approaches This book is aimed at researchers and graduate students in computer science, natural language processing, and deep and machine learning.

Table of Contents:
1. Graph of Words Model for Natural Language Processing. 2. Application of NLP Using Graph Approaches. 3. Graph-based Extractive Approach for English and Hindi Text Summarization. 4. Graph Embeddings for Natural Language Processing. 5. Natural Language Processing with Graph and Machine Learning Algorithms-based Large-scale Text Document Summarization and Its Applications. 6. Ontology and Knowledge Graphs for Semantic Analysis in Natural Language Processing. 7. Ontology and Knowledge Graphs for Natural Language Processing. 8 Perfect Coloring by HB Color Matrix Algorithm Method. 9 Cross-lingual Word Sense Disambiguation Using Multilingual Co-occurrence Graphs. 10 Study of Current Learning Techniques for Natural Language Processing for Early Detection of Lung Cancer. 11 A Critical Analysis of Graph Topologies for Natural Language Processing and Their Applications. 12 Graph-based Text Document Extractive Summarization. 13 Applications of Graphical Natural Language Processing. 14 Analysis of Medical Images Using Machine Learning Techniques.


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Product Details
  • ISBN-13: 9781032224565
  • Publisher: Taylor & Francis Ltd
  • Publisher Imprint: CRC Press
  • Height: 229 mm
  • No of Pages: 256
  • Weight: 503 gr
  • ISBN-10: 1032224568
  • Publisher Date: 28 Dec 2022
  • Binding: Hardback
  • Language: English
  • Series Title: Computational Intelligence Techniques
  • Width: 152 mm


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Graph Learning and Network Science for Natural Language Processing: (Computational Intelligence Techniques)
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