The Machine Learning, Signal Processing and Telecommunication Laboratory (MLSPTlab) devotes its research and teaching activities to various topics in information technology. They include Digital Signal Processing, Information Theory, Neural Networks, Machine Learning, Telecommunications Systems, Software-Defined-Radios.
The group operates within the Engineering Department at Università della Campania "Luigi Vanvitelli," Aversa (CE), Italy. The faculty is appointed within the SSD: ING-INF/03-TELECOMUNICAZIONI (09/F2), MIUR (Ministero dell'Università e della Ricerca Scientifica).
The Laboratory is also a Research Unit of CNIT (Consorzio Nazionale Interuniversitario per le Telecomunicazioni) and is associated to the GTTI (Gruppo Telecomunicazioni e Tecnologie dell'Informazione).
Research Topics
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.
Read MorePath Modeling
Agents' dynamics are considered using various motion models. They are appplied to moving humans and vessels.
Read MorePose Estimation and Vision
Data gathered from various sensor modalities can be used to model and classify complex 3D scenes.
Read MoreBayesian Networks
Probabilistic Graphical Models with message propagation are a very powerful paradigm to build robust models for real phenomena.
Read MoreNeural Networks
Artificial neural networks in various configurations are showing great potential in a number of applications.
Read MoreMachine 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.
Read MoreEstimation Theory
Estimation theory aims at obtaining hidden information from measured empirical data using stochastic models.
Read MoreSoftware 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.
Read MoreSDR & 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.
Read MoreMultipath Channel Modelling
The multipath channel is modelled with a stochastic lattice-based approach.
Read MoreSignal Processing
Various algorithms have been studied for analysis, modification and synthesis of signals and images. Application domains include acoustics, image processing and biological data.
Read MoreGenetic Algorithms
Genetic algorithms are a population-based search paradigm in stochastic optimization, inspired by the natural selection process.
Read MoreMiscellanea
A collection of other topics.
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