Istituto di Scienza e Tecnologie dell'Informazione     
Bacciu D., Gallicchio C., Micheli A., Fortunati L., Palumbo F., Kropf J., Chessa S., Ferro E., Barsocchi P., Parodi O. DOREMI - Data preparation and models assessment specification. Decrease of cOgnitive decline, malnutrRtion and sedEntariness by elderly empowerment in lifestyle Management and social Inclusion. Deliverable D4.1, 2014.
The deliverable D4.1, titled "Data preparation and models assessment specification", discusses the requirements of the "Smart Environment for Context Awareness" system developed as part of WP4. It provides the specification of the services implemented by the system together with a discussion of the metrics and validation schemes used to assess the performance of the WP4 components. The document reports details on the computational methodology that will be followed to realize the WP4 services and provides guidelines for the collection of annotated training data for activity recognition purposes.
Subject Human activity recognition
Reasoning system
Requirement analysis
Database schema
Machine learning
Predictive learning models
Explorative data analysis
Model selection
Validation schemes
Echo state networks

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