Advanced Topics in Information Systems Industrial
Code
9086
Academic unit
Faculdade de Ciências e Tecnologia
Department
Departamento de Engenharia Electrotécnica
Credits
6.0
Teacher in charge
Luís Manuel Camarinha de Matos
Weekly hours
4
Total hours
45
Teaching language
Português
Subject matter
Unit 1: TRENDS IN INFORMATION SYSTEMS
- Data modeling techniques in Engineering - overview
- Distributed and Federated Information Systems
- Multimedia Information Systems
- Intelligent contents
Unit 2: COMPUTATIONAL INTELLIGENCE AND QUALITATIVE REASONING
- Computational intelligence methods
- Qualitative modeling and reasoning
- Decision Making : models, systems, taxonomy of decisions
- Decision Support Systems
- Decision Making under uncertainty
- Fuzzy Sets Theory
- Fuzzy Optimization
- Fuzzy Multiple Criteria Decision making
- Fuzzy Inference systems Recommended bibliographic references:
Unit 3: KNOWLEDGE DISCOVERY AND DATA MINING
- Principles of machine learning
- Other data mining algorithms
- Data pre-processing and standards
Unit 4: SYSTEMS INTEGRATION
- Integration needs, levels, and challenges
- Reference architectures and frameworks.
- Approaches and technologies
Unit 5: ENTERPRISE INTEROPERABILITY
- Data morphisms, model morphisms and transformations
- Semantic harmonization and adaptability
- New methods and tools for interoperability of complex systems
Bibliography
Unit 1: TRENDS IN INFORMATION SYSTEMS
- Garita, C.; Afsarmanesh, H.; Hertzberger, L.O. (2001). The PRODNET Federated Information Management Approach for Virtual Enterprise Support. Journal of Intelligent Manufacturing, Vol. 12, Issue 2.
- Afsarmanesh, H.; Guevara, V.; Hertzberger, L.O. (2004). Federated management of information for TeleCARE. Proceedings of TELECARE 2004 - Int. Workshop on Tele-Care and Collaborative Virtual Communities in Elderly Care. INSTICC Press.
- Kosch, H. & Döller, M. (2005). Multimedia Database Systems: Where are we now? IASTED DBA. Innsbruck, Austria.
- Heesch, D. & Rüger, S. (2004). NNk Networks for Content-Based Image Retrieval. CIVR. Dublin, Ireland.
- Wang, Y.; Liu, Z.; Huang, J.-C. (2000). Multimedia content analysis: Using both audio and visual clues. IEEE Signal Processing Magazine, Volume: 17, Issue: 6.
- Camarinha-Matos, L.M. Data modeling in engineering – course notes. http://www.uninova.pt/~cam/mde/mde.doc
Unit 2: COMPUTATIONAL INTELLIGENCE AND QUALITATIVE REASONING
- Pedrycz, W. and F. Gomide (2007). Fuzzy Systems Engineering- Toward Human-Centric Computing, John Wiley & Sons.
- Ross, T. (2004). Fuzzy Logic with Engineering Applications, John Wiley & Sons.
- Chen, Z. (2000). Computational Intelligence for Decision Support, CRC Press.
- Li, H. X. and V. C. Yen (1995). Fuzzy sets and fuzzy decision making, CRC Press.
- Bellman, R. E. and L. A. Zadeh (1970). "Decision-Making in a Fuzzy Environment." Management Science Vol. 17(No.4): 141-164.
- Zadeh, L. A. (1965). "Fuzzy Sets." Information and Control 8: 338-353.
- Yoon, K. P. and C.-L. Hwang (1995). Multiple attribute decision making, Sage Publications
Unit 3: KNOWLEDGE DISCOVERY AND DATA MINING
- K. Cios, W. Pedrycz, R. Swiniarski, L. Kurgan, Data Mining: A Knowledge Discovery Approach, Springer, 2007.
- Hastie, T., R. Tibshirami, et al. (2001). The Elements of Statistical Learning. Data Mining, Inference and Prediction, Springer.
- Berson, A. and S. J. Smith (1997). Data warehousing, data mining & OLAP, McGraw-Hill.
- Chen, Z. (2001). Data Mining and Uncertain Reasoning - An Integrated Approach, John Wiley & Sons.
- Cios, K. J., W. Pedrycz, et al. (1998). Data Mining Methods for Knowledge Discovery, Kluwer.
- Mitchell, Tom. Machine Learning, McGraw Hill, 1997.
- Fayyad, U. M. , Piatetsky-Shapiro, G., Smyth, P., Uthurusamy, R. Advances in Knowledge Discovery and Data Mining, AAAI Press/ The MIT press, 1996
Unit 4: SYSTEMS INTEGRATION
- Chen, D., Doumeingts, G., & Vernadat, F. (2008). Architectures for enterprise integration and interoperability: Past, present and future. Computers in Industry 59(7), 647-659.
- Panetto, H., & Molina, A. (2008). Enterprise integration and interoperability in manufacturing systems: Trends and issues. Computers in Industry 59(7), 641-646
- Camarinha-Matos, L.M.; Afsarmanesh, H. (2003). Designing the information technology subsystem, invited chapter, in Handbook on Enterprise Architecture, P. Bernus, L. Nemes, G. Schmidt (Eds.), Springer, 2003, pp. 617-680, ISBN 3-540-00343-6.
Unit 5: ENTERPRISE INTEROPERABILITY
- Enterprise Interoperability III: New Challenges and Industrial Approaches, Kai Mertins, Rainer Ruggaber, Keith Popplewell, Xiaofei Xu; Springer; ISBN: 978-1848002203, June 2008
- Journal of Intelligent Manufacturing, special issue on “E-Manufacturing and Web-Based Technology for Intelligent Manufacturing and Networked Enterprise Interoperability”, Panetto, Hervé and Jardim-Gonçalves, Ricardo and Pereira, Carlos, eds. Vol. 17 (6). pp. 639-640. ISSN 0956-5515, 2006.
- Ontologies in the Context of Information Systems; Sharman, Raj and Kishore, Rajiv and Ramesh, Ram; Springer; ISBN 978-0-387-37019-4, 2006
- Exploring complexity; Gregoire Nicolis, Ilya Prigogine; Freeman, ISBN 071671859-6, 1989