Experience-Oriented Knowledge Management for Internet of Things - Publication - Bridge of Knowledge

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Experience-Oriented Knowledge Management for Internet of Things

Abstract

In this paper, we propose a novel approach for knowledge management in Internet of Things. By utilizing Decisional DNA and deep learning technologies, our approach enables Internet of Things of experiential knowledge discovery, representation, reuse, and sharing among each other. Rather than using traditional machine learning and knowledge discovery methods, this approach focuses on capturing domain’s decisional events via Decisional DNA, and abstracting knowledge through deep learning process based on captured events data. The Decisional DNA is a flexible, domain-independent, and standard experiential knowledge repository solution that allows knowledge to be represented, reused, and easily shared. The main features, architecture, and an initial experiment of this approach are introduced. The presented conceptual approach demonstrates how knowledge can be discovered through its domain’s experiences, and stored and shared as Decisional DNA.

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Details

Category:
Monographic publication
Type:
rozdział, artykuł w książce - dziele zbiorowym /podręczniku w języku o zasięgu międzynarodowym
Title of issue:
Recent Developments in Intelligent Information and Database Systems strony 235 - 242
Language:
English
Publication year:
2016
Bibliographic description:
Zhang H., Sanin C., Szczerbicki E.: Experience-Oriented Knowledge Management for Internet of Things// Recent Developments in Intelligent Information and Database Systems/ ed. D. Krol Berlin: Springer, 2016, s.235-242
DOI:
Digital Object Identifier (open in new tab) 10.1007/978-3-319-31277-4_20
Verified by:
Gdańsk University of Technology

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