Document Processing Using Machine Learning

Document Processing Using Machine Learning
PDF
  • eBook:
    Document Processing Using Machine Learning
  • Author:
    Sk Md Obaidullah, KC Santosh, Teresa Goncalves, Nibaran Das, Kaushik Roy
  • Edition:
    1 edition
  • Categories:
  • Data:
    December 2, 2019
  • ISBN:
    036721847X
  • ISBN-13:
    9780367218478
  • Language:
    English
  • Pages:
    182 pages
  • Format:
    PDF

Book Description
Document Processing Using Machine Learning aims at presenting a handful of resources for students and researchers working in the document image analysis (DIA) domain using machine learning since it covers multiple document processing problems. Starting with an explanation of how Artificial Intelligence (AI) plays an important role in this domain, the book further discusses how different machine learning algorithms can be applied for classification/recognition and clustering problems regardless the type of input dаta: images or text.
In brief, the book offers comprehensive coverage of the most essential topics, including:
· The role of AI for document image analysis
· Optical character recognition
· Machine learning algorithms for document analysis
· Extreme learning machines and their applications
· Mathematical foundation for Web text document analysis
· Social media data analysis
· Modalities for document dataset generation

This book serves both undergraduate and graduate scholars in Computer Science/Information Technology/Electrical and Computer Engineering. Further, it is a great fit for early career research scientists and industrialists in the domain.

Content

1. Artificial Intelligence for Document Image Analysis
2. An Approach toward Character Recognition of Bangla Handwritten Isolated Characters
3. Artistic Multi-Character Script Identification
4. A Study on the Extreme Learning Machine and Its Applications
5. A Graph-Based Text Classification Model for Web Text Documents
6. A Study of Distance Metrics in Document Classification
7. A Study of Proximity of Domains for Text Categorization
8. Supervised Learning for Aggression Identification and Author Profiling over Twitter Dataset
9. The Effect of Using Features Computed from Generated Offline Images for Online Bangla Handwritten Character Recognition
10. Handwritten Character Recognition for Palm-Leaf Manuscripts

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