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Text Analysis
Text analysis, via natural language processing (NLP) methods, aims at high-level information extraction. Applications vary from document classification to automatic answering machine.
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Path Modeling
Agents' dynamics are considered using various motion models. They are appplied to moving humans and vessels.
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Tracking
Tracking represents a set of techniques that, fusing information from various sensors, aims at identifying and predicting objects' motion.
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Pose Estimation and Vision
Data gathered from various sensor modalities can be used to model and classify complex 3D scenes.
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Bayesian Networks
Probabilistic Graphical Models with message propagation are a very powerful paradigm to build robust models for real phenomena.
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Neural Networks
Artificial neural networks in various configurations are showing great potential in a number of applications.
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Machine Learning for Medical Data
The increasing volume of available data in the Healthcare domain suggests to use powerful machine leaning techniques for classification and prediction.
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Estimation Theory
Estimation theory aims at obtaining hidden information from measured empirical data using stochastic models.
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Software for Real-Time Fusion
The group research actives include the development of experimental platforms that can collect real data gathered from mobile terminals and sensors.
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SDR & Wireless Communications
Current telecommunication systems are implemented on powerful digital platforms. Software-Defined Radio (SDR) is the paradigms that includes algorithm for coding and modulation on wireless channels.
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