Intelligent Systems and Decision Support Systems
Intelligent Systems and Decision Support Systems
Notes:
- Data, information, knowledge, wisdom. Information and decision-making.
- Knowledge-based systems. Knowledge acquisition, representation (rules, frames, cases, uncertainty). Ontologies. Knowledge extraction.
- Evolutionary algorithms. Genetic algorithms, evolutionary strategies, genetic programming. Operators and applications.
- Intelligent agents. Agent types and categories. Multi-agent systems, communication, swarm intelligence.
- Machine learning. Supervised, unsupervised, semi-supervised and reinforcement learning. Deep learning.
- Learning models. Decision trees, random forests, neural networks, support vector machines.
- Decision Support Systems. Decision theory, DSS architectures, structured modeling, simulation, OLAP, spatial DSS, group decision systems.