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Intelligent Decision Support Systems
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Academic year 2012/2013
- Course ID
- IDSS2012
- Teaching staff
- Prof. Stefania Montani (Titolare del corso)
Prof. Luigi Portinale (Titolare del corso) - Degree course
- Dottorato in Informatica
- Year
- 1° anno
- Teaching period
- Ciclo di incontri
- Type
- A scelta dello studente
- Credits/Recognition
- 2
- Course disciplinary sector (SSD)
- INF/01 - informatica
- Delivery
- Tradizionale
- Language
- Italiano
- Attendance
- Obbligatoria
- Type of examination
- Orale
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Sommario del corso
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Course objectives
The course aims at introducing Artificial Intelligence (AI) methodologies for the development of Intelligent Decision Support Systems (IDSS).
A general introduction to the topic of intelligent decision support will be provided, followed by the presentation and discussion of two main methodologies: Case-Based Reasoning (CBR) and Probabilistic Graphical Models (PGM) like Bayesian Networks and Influence Diagrams.
Examples in the areas of Business Intelligence, Planning under Uncertainty and Reliability of Systems will be provided.
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Program
- Introduction to intelligent decision support (S. Montani)
- Case-Based Reasoning: (S. Montani)
- Fundamentals,
- Case Representation,
- Case Retrieval,
- Classification,
- Advanced Techniques (CBR for time-series management, fuzzy-CBR)
- Bayesian Networks: (L. Portinale)
- Fundamentals,
- Modeling Issues,
- Inference Algorithms,
- Sensitivity Analysis
- Decision Theory (outline) (L. Portinale)
- Influence Diagrams: (L. Portinale)
- Modeling issues,
- Inference Techniques
Suggested readings and bibliography
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Class schedule
Days Time Classroom Mercoledì 9:00 - 18:00 Giovedì 9:00 - 18:00 Venerdì 9:00 - 18:00 Lessons: dal 20/06/2012 to 22/06/2012
Notes: The course will held ad Università of Piemonte Orientale
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Note
The course will be held in May 2012
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