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MDATA: A New Knowledge Representation Model

Theory, Methods and Applications

Editors: Jia, Yan, Gu, Zhaoquan, Li, Aiping (Eds.)

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  • Introduces a new knowledge representation model called MDATA
  • Explores some key technologies of the MDATA model
  • Written by experts in the field
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eBook 48,14 €
price for Spain (gross)
  • ISBN 978-3-030-71590-8
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Softcover 60,31 €
price for Spain (gross)
  • ISBN 978-3-030-71589-2
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  • Covid-19 shipping restrictions
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About this book

Knowledge representation is an important task in understanding how humans think and learn. Although many representation models or cognitive models have been proposed, such as expert systems or knowledge graphs, they cannot represent procedural knowledge, i.e., dynamic knowledge, in an efficient way.

This book introduces a new knowledge representation model called MDATA (Multi-dimensional Data Association and inTelligent Analysis). By modifying the representation of entities and relations in knowledge graphs, dynamic knowledge can be efficiently described with temporal and spatial characteristics. The MDATA model can be regarded as a high-level temporal and spatial knowledge graph model, which has strong capabilities for knowledge representation. This book introduces some key technologies in the MDATA model, such as entity recognition, relation extraction, entity alignment, and knowledge reasoning with spatiotemporal factors. The MDATA model can be applied in many critical applications and this book introduces some typical examples, such as network attack detection, social network analysis, and epidemic assessment.

The MDATA model should be of interest to readers from many research fields, such as database, cyberspace security, and social network, as the need for the knowledge representation arises naturally in many practical scenarios.

Table of contents (14 chapters)

Table of contents (14 chapters)

Buy this book

eBook 48,14 €
price for Spain (gross)
  • ISBN 978-3-030-71590-8
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover 60,31 €
price for Spain (gross)
  • ISBN 978-3-030-71589-2
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
MDATA: A New Knowledge Representation Model
Book Subtitle
Theory, Methods and Applications
Editors
  • Yan Jia
  • Zhaoquan Gu
  • Aiping Li
Series Title
Information Systems and Applications, incl. Internet/Web, and HCI
Series Volume
12647
Copyright
2021
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
eBook ISBN
978-3-030-71590-8
DOI
10.1007/978-3-030-71590-8
Softcover ISBN
978-3-030-71589-2
Edition Number
1
Number of Pages
X, 255
Number of Illustrations
23 b/w illustrations
Topics