- Title
- Decisional DNA: a multi-technology shareable knowledge structure for decisional experience
- Creator
- Sanin, Cesar; Toro, Carlos; Haoxi, Zhang; Sanchez, Eider; Szczerbicki, Edward; Carrasco, Eduardo; Peng, Wang; Mancilla-Amaya, Leonardo
- Relation
- Neurocomputing Vol. 88, p. 42-53
- Publisher Link
- http://dx.doi.org/10.1016/j.neucom.2011.08.029
- Publisher
- Elsevier
- Resource Type
- journal article
- Date
- 2012
- Description
- Knowledge representation and engineering techniques are becoming useful and popular components of hybrid integrated systems used to solve complicated practical problems in different disciplines. These techniques offer features such as: learning from experience, handling noisy and incomplete data, helping with decision making, and predicting capabilities. In this paper, we present a multi-domain knowledge representation structure called Decisional DNA that can be implemented and shared for the exploitation of embedded knowledge in multiple technologies. Decisional DNA, as a knowledge representation structure, offers great possibilities on gathering explicit knowledge of formal decision events as well as a tool for decision making processes. Its applicability is shown in this paper when applied to different decisional technologies. The main advantages of using the Decisional DNA rely on: (i) versatility and dynamicity of the knowledge structure, (ii) storage of day-to-day explicit experience in a single structure, (iii) transportability and shareability of the knowledge, and (iv) predicting capabilities based on the collected experience. Thus, after analysis and results, we conclude that the Decisional DNA, as a unique multi-domain structure, can be applied and shared among multiple technologies while enhancing them with predicting capabilities and facilitating knowledge engineering processes inside decision making systems.
- Subject
- decisional DNA; set of experience knowledge structure; knowledge representation; knowledge engineering; decision making; artificial intelligence
- Identifier
- http://hdl.handle.net/1959.13/1340642
- Identifier
- uon:28537
- Identifier
- ISSN:0925-2312
- Language
- eng
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