Search
When Neural Networks Meet Decisional DNA: A Promising New Perspective for Knowledge Representation and Sharing
Abstract
ABSTRACT In this article, we introduce a novel concept combining neural network technology and Decisional DNA for knowledge representation and sharing. Instead of using traditional machine learning and knowledge discovery methods, this approach explores the way of knowledge extraction through deep learning processes based on a domain’s past decisional events captured by Decisional DNA. We compare our approach with kNN (k-nearest neighbors), logistic regression, and AdaBoost in classification tasks, and the results show that our approach is very promising with regard to the enhancement of the accuracy of knowledge-based predictions required in complex decisionmaking problems.
Citations
-
2
CrossRef
-
0
Web of Science
-
2
Scopus
Authors (3)
-
Haoxi Zhang
- Chengdu University Computer Science
-
Cesar Sanin
- University of Newcastle School of Engineering
Cite as
Full text
download paper
downloaded 22 times
- Publication version
- Accepted or Published Version
- DOI:
- Digital Object Identifier (open in new tab) 10.1080/01969722.2016.1128776
- License
-
open in new tab
Keywords
Details
- Category:
- Articles
- Type:
- artykuł w czasopiśmie wyróżnionym w JCR
- Published in:
-
CYBERNETICS AND SYSTEMS
no. 47,
edition 1-2,
pages 140 - 148,
ISSN: 0196-9722 - Language:
- English
- Publication year:
- 2016
- Bibliographic description:
- Zhang H., Sanin C., Szczerbicki E.: When Neural Networks Meet Decisional DNA: A Promising New Perspective for Knowledge Representation and Sharing// CYBERNETICS AND SYSTEMS. -Vol. 47, iss. 1-2 (2016), s.140-148
- DOI:
- Digital Object Identifier (open in new tab) 10.1080/01969722.2016.1128776
- Verified by:
- Gdańsk University of Technology
seen 131 times
Recommended for you
Experience-Oriented Knowledge Management for Internet of Things
- H. Zhang,
- C. Sanin,
- E. Szczerbicki
2016
Applying Decisional DNA to Internet of Things: The Concept and Initial Case Study
- H. Zhang,
- C. Sanin,
- E. Szczerbicki
2015
The Decisional DNA-Based Smart Bike for Internet of Things
- H. Zhang,
- C. Sanin,
- E. Szczerbicki
- + 3 authors
2014
Gaining knowledge through experience: developing decisional DNA applications in robotics
- H. Zhang,
- C. Sanin,
- E. Szczerbicki
2010