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Machine Learning and Advanced Statistics Summer School UPM CIG
Modelization, , Computational Intelligence Group, CIG
Industry 4.0,, Computational Intelligence Group, CIG
Heuristic Optimization, Computational Intelligence Group, CIG
Neuroscience, Computational Intelligence Group, CIG
17th Machine Learning and Advanced Statistics Summer School
17th Machine Learning and Advanced Statistics Summer School

MLAS (formerly ASDM) complements the technical background of attendees in the field of data analysis and modelling, also providing a set of computational tools to try the studied techniques on practical problems.
Coming up, June 2025.

Modelization
Modelization

The main research area is modelization, whose current main issues include: data streams, multi-dimensional supervised classification, multi-label classification, clustering in high-dimensional spaces, feature subset selection using methods as Bayesian networks, regularization, classification by regression.

Industry
Industry 4.0

The second main field of application is Industry 4.0 where we develop machine learning solutions for cyber-physical systems. Other application domains are: biomedicine, agriculture, bioinformatics, bibliometry and environment.

Heuristic
Heuristic optimization

In heuristic optimization, which is the second main line of research, we investigate state-of-the-art questions related to the improvement of heuristic optimization methods and extension of their applicability to more complex problems (e.g. multi-objective, mixed representation, non-continuous objective functions), with special emphasis on estimation of distribution algorithms.

Neuroscience
Neuroscience

Neuroscience is the main field of application. Some problems that we face include: (a) neuroanatomy issues, like modeling and simulation of dendritic trees and classification of neuron types based on morphological features; (b) neurodegenerative diseases, like predicting health-related quality of life in Parkinson's disease and searching for genetic biomarkers in Alzheimer's disease.

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120

Research Projects

220

JRC Articles

20

Awards

40

Theses

Leading Innovation in Computational Intelligence

The Group

Collaborations: Public Contracts

Book Data-driven Computational Neuroscience, Computational Intelligence Group, CIG
Book Industrial Applications of Machine Learning, Computational Intelligence Group, CIG
Book Industrial Applications of Machine Learning, Computational Intelligence Group, CIG