WARSAW UNIVERSITY OF TECHNOLOGY FACULTY OF MANAGEMENT COURSE SYLLABUS
Intelligent Decision Support Systems In Management
Course code: IDSUS
Name, title:
E-mail:
Lecturer
Tadeusz A. Grzeszczyk, PhD Eng.
T.Grzeszczyk@wz.pw.edu.pl
Course type, hours:
ECTS:
Course
Lecture, project – 20h
5
Course description
New methodology and techniques of decision support in management. Artificial intelligence in multicriteria
decision analysis (sorting, ranking, classification, programming in fuzzy environment and rule induction
systems). Intelligent systems in knowledge-based systems (knowledge discovery and representation,
approximate reasoning and management of uncertainty). Granular and soft computing including neural networks
and rough set theory. Machine learning, intelligent data analysis and generating of decision rules from
incomplete information. Applications of intelligent systems in: sales forecasting, demand planning, business
multicriteria decision support and others.
Course outline
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Introduction and basic definition.
Genesis of decision support systems (DSS). Functions and structure.
Database of decision modelling methods and database of models.
Intelligent decision support systems in enterprise.
Business intelligence systems as a new generation of DSS.
Data Warehouse and OLAP analysis.
Review of Artificial Intelligence Tools.
Main methods of knowledge representation.
Neural networks.
Various extensions of rough sets. Dominance-based Rough Set Approach.
Knowledge-Based Systems.
Expert systems in decision support systems.
Hybrid intelligent system.
Perspective of intelligent decision support systems.
Final test.
Grading policy
Final test
Student activity during lectures
Passing grade: A, B, C, D
Test of the material presented during lectures
Presence is not obligatory. Students may prepare projects to improve
their final assessment
Failing grade: E, F
Prerequisites
Management information systems
Reading list
Grzeszczyk T. A., Artificial Intelligence Applied for Forecasting in Enterprise Decision Support, Publishing
House of Institute of Production Systems Organization Warsaw University of Technology, Warsaw
2005.
Jones M. T., Artificial Intelligence: A Systems Approach (Computer Science), Jones and Bartlett Publishers,
2009.
Kloesgen W., Zytkow J. (Eds.), Handbook of Data Mining and Knowledge Discovery, Oxford University Press,
New York, 2002.
Last update: June 2011
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WARSAW UNIVERSITY OF TECHNOLOGY FACULTY OF MANAGEMENT COURSE SYLLABUS
Luger G. F., Artificial Intelligence: Structures and Strategies for Complex Problem Solving, Addison-Wesley,
2005.
Maimon O., Rokach L. (Eds), Data Mining and Knowledge Discovery Handbook, Springer Science+Business
Media, Inc., New York, 2005
Turban E., Sharda R., Delen D., Decision Support and Business Intelligence Systems, Prentice Hall, 2010.
Last update: June 2011
Page 2 of 2