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)

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