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Title Details:
Knowledge modeling and Knowledge Bases
Authors: Stalidis, Georgios
Reviewer: Diamantaras, Konstantinos
Subject: MATHEMATICS AND COMPUTER SCIENCE > COMPUTER SCIENCE > INFORMATION MANAGEMENT > DATA MINING
MATHEMATICS AND COMPUTER SCIENCE > COMPUTER SCIENCE > INTELLIGENT SYSTEMS > BASIC KNOWLEDGE REPRESENTATION AND REASONING
Keywords:
Knowledge Extraction
Business Intelligence
Data Analytics
Marketing Information Systems
Description:
Abstract:
The purpose of this chapter is to introduce the reader to knowledge modeling and to the distinction between business intelligence techniques which are based on knowledge from those which are based on data and information. The different types of knowledge and the main knowledge models are presented. Particular reference is included to ontologies and rule-based systems and basic points on the concepts and usefulness of the related technologies are included. Simple examples are also given to enable the understanding of the related philosophy and bibliographic references are available to the readers who wish further deepening in the field. A representative application of a knowledge-based decision support system from the field of touristic marketing is presented.
Table of Contents:
Chapter 8. Knowledge modeling and Knowledge Bases

1. Definition and meaning of knowledge

2. Knowledge modeling
2.1. Aim and process of modeling
2.2. Statistical models
2.3. Ontologies
2.4. Rule engines
2.5. Decision Trees
2.6. Neural networks

3. Knowledge Bases and Knowledge Management Systems

4. Application example to marketing and tourist destination decision support
4.1. Aim and application field
4.2. Knowledge sources
4.3. The knowledge model
4.3.1. Modeling technologies
4.3.2. Structure of knowledge model
4.3.3. Terminology in the tourist domain
4.3.4. Relations and special problem-specific terminology
4.3.5. Inference knowledge
4.4. Inference and decision support
Graphic Editors: Triantafillou, Sotirios
Type: Chapter
Creation Date: 2015
Item Details:
License: http://creativecommons.org/licenses/by-nc-nd/3.0/gr
Handle http://hdl.handle.net/11419/1169
Bibliographic Reference: Stalidis, G. (2015). Knowledge modeling and Knowledge Bases [Chapter]. In Stalidis, G., & Kardaras, D. 2015. Data Management and Business Intelligence [Undergraduate textbook]. Kallipos, Open Academic Editions. chapter 8. http://hdl.handle.net/11419/1169
Language: Greek
Is Part of: Data Management and Business Intelligence
Publication Origin: Kallipos, Open Academic Editions