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MDATA: A New Knowledge Representation Model

Name: MDATA: A New Knowledge Representation Model
Brand: Springer Nature Switzerland AG
SKU: 9783030715892
Price: 415.32 RON
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Autor: Aiping Li, Zhaoquan Gu

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Editura: Springer Nature Switzerland AG

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415.32 lei

Knowledge representation is an important task in understanding how humans think and learn. Although...

Informații despre carte

Autor

Aiping Li, Zhaoquan Gu

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2021

Pagini

255

EAN

9783030715892

ISBN

3030715892

Enbook ID

35418543

Editura

Springer Nature Switzerland AG

Greutate

454

Dimensiuni

155 x 235 x 15

Descriere completă

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.

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