Expertise
- Multivariate Statistical Process Control
- Strategies for large number of variables, dimensionality reduction.
- Case Based Reasoning
- Individual, personalized decision making, similarity measures, attribute learning.
- Machine learning
- Structured data mining (sequence pattern mining), boosting, genetic algorithms, SVM, big data (data analysis)
- Qualitative representation of trends
- Numeric to qualitative representations, signals as sequences of episodes.
- Optimization
- Heuristic and meta-heuristics methods (Simulated Annealing, Genetic Algorithms, Swarm-based methods)
