- Title
- Experience-oriented knowledge management for Internet of Things
- Creator
- Zhang, Haoxi; Sanin, Cesar; Szczerbicki, Edward
- Relation
- 8th Asian Conference on Intelligent Information and Database Systems (ACIIDS 2016). Recent Developments in Intelligent Information and Database Systems [presented in Studies in Computational Intelligence Vol. 642] (Da Nang, Vietnam 14-16 March, 2016) p. 235-242
- Publisher Link
- http://dx.doi.org/10.1007/978-3-319-31277-4_20
- Publisher
- Springer-Verlag
- Resource Type
- conference paper
- Date
- 2016
- Description
- 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.
- Subject
- knowledge representation; deep learning; decisional DNA; Experience-Oriented Smart Things; Internet of Things
- Identifier
- http://hdl.handle.net/1959.13/1350235
- Identifier
- uon:30513
- Identifier
- ISBN:9783319312767
- Language
- eng
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