DBDM - Database and Data Mining Group

The DBDM Group carries out its research activity in various areas within the field of data mining and databases. Data mining tackles the study of algorithms aimed at discovering "hidden" information stored in large data collections. The problem of extracting such information is a rather complex due to the large number of variables that must be taken into account. Moreover, the complexity significantly increases when increasing the volume of the data to be processed (Big Data). Big Data underlines the limits of the existing data mining techniques and poses new challenges for the design of novel algorithms to address data analysis. The research activity of the DBDM Group focuses on the study of algorithms for diverse data mining tasks on Big Data, including association rule mining to discover correlation among data at different abstraction levels, the extraction of knowledge for performing predictions (classification task), grouping of similar data (clustering task). The data analytic algorithms, in the Big Data context, must provide the necessary scalability, accessibility, extensibility, and flexibility. The proposed algorithms are validated in different application contexts (e.g., network traffic data analysis, text mining and social network applications, health and medical applications, financial applications).

Skills

  • Design on novel algorithms for Big Data analysis
  • Integration of data mining techniques in relational databases, e.g., by defining novel types of indices
  • Definition of disk-based indices to support data mining algorithms
  • Classification of structured (relational), semi-structured (XML) and unstructured data (text documents)
  • Text mining for social network analysis
  • Application of data mining techniques to network traffic data
  • Application of data mining techniques to clinical and biological data
  • Application of data mining techniques to sensor network data

Projects and publications

  • Selected funded research projects
    • EUROPEAN INFRASTRUCTURE POWERING THE INTERNET OF THINGS
      CERQUITELLI TANIA, GERBALDI CLAUDIO
      2018 - 2021 (Current)
    • SMART MANUFACTURING AND PROCESS IMPROVEMENT DRIVEN BY MACHINE LEARNING IN INDUSTRY 4.0
      BARALIS ELENA MARIA, GIORDANO DANILO
      2019 - 2020 (Current)
    • MODELLI STATISTICI, DATA ANALYTICS E MACHINE LEARNING”, “FOG COMPUTING E OPPORTUNISTIC NETWORKING” E “DESIGN E IMPLEMENTAZIONE DI FUNZIONALITÀ FIRMWARE AVANZATE”
      CAGLIERO LUCA, MACII ENRICO, MELLIA MARCO, RISSO FULVIO GIOVANNI OTTAVIO
      2019 - 2020 (Current)
    • VALUTAZIONE QUALITÀ DELL’INTRODUZIONE DI TECNICHE DI BIG DATA ED ANALYTICS
      CERQUITELLI TANIA
      2019 - 2020 (Current)
    • SUPPORT FOR HIGH FUEL PRESSURE PROGNOSTI AND FOR AT SYSTEM AGEING ON-FIELD AN
      BARALIS ELENA MARIA
      2018 - 2019 (Current)
    • ANALISI DEI DATI PER MANUTENZIONE PREDITTIVA
      BARALIS ELENA MARIA
      2019 - 2019 (Completed)
    • R&D MOTION SICKNESS PREDICTION MODEL
      BARALIS ELENA MARIA, CHIUSANO SILVIA ANNA
      2019 - 2019 (Completed)
    • ENHANCED PORE TYPING IMAGE ANALYSIS AND EXTENDED PETROGRAPHY THROUGH MINERALOGY
      BARALIS ELENA MARIA
      2018 - 2019 (Completed)
    • MODELLI STATISTICI, DATA ANALYTICS E MACHINE LEARNING - FOG COMPUTING E OPPORTUNISTIC NETWORKING
      CAGLIERO LUCA, MELLIA MARCO, RISSO FULVIO GIOVANNI OTTAVIO
      2018 - 2019 (Completed)
    • MODELLAZIONE DELL’EFFICIENZA ENERGETICA DEGLI EDIFICI BASATA SU OPEN-DATA
      CERQUITELLI TANIA
      2018 - 2019 (Completed)
    • STUDIO E PROGETTAZIONE DI ALGORITMI PER INTERNET OF BOILERS
      CHIUSANO SILVIA ANNA
      2017 - 2019 (Completed)
    • IMPROVING RESILIENCE TO EMERGENCIES THROUGH ADVANCED CYBER TECHNOLOGIES
      BARALIS ELENA MARIA, CHIASSERINI CARLA FABIANA
      2016 - 2019 (Completed)
    • PROGETTAZIONE DI UNA SOLUZIONE PER LA GESTIONE DI DATI RACCOLTI DA RED-TAG
      CERQUITELLI TANIA
      2018 - 2018 (Completed)
    • ONSET SLEEP DETECTION DATA ANALYTICS
      BARALIS ELENA MARIA, CHIUSANO SILVIA ANNA
      2018 - 2018 (Completed)
    • NOISE APP DETECTION DEVELOPMENT
      BARALIS ELENA MARIA
      2018 - 2018 (Completed)
    • PROGETTAZIONE DI UNA SOLUZIONE A SUPPORTO DEL POSIZIONAMENTO AUTOMATICO DEI RED-TAG
      CERQUITELLI TANIA
      2018 - 2018 (Completed)
    • MOTION SICKNESS PREDICTION MODEL
      BARALIS ELENA MARIA, CHIUSANO SILVIA ANNA
      2018 - 2018 (Completed)
    • SUBSYSTEM SELECTION AND PRELIMINARY DATA AND PREVENTIVE DIAGNOSTIC MODELS
      BARALIS ELENA MARIA
      2017 - 2018 (Completed)
    • STUDY OF STATE-OF-THE-ART METHODS AND TOOLS TO SIMILARITY SEARCH OF CAD OBJECTS
      CERQUITELLI TANIA
      2017 - 2017 (Completed)
    • ONTIC - ONLINE NETWORK TRAFFIC CHARACTERIZATION
      BARALIS ELENA MARIA
      2014 - 2017 (Completed)
    • SUBSYSTEM SELECTION AND PRELIMINARY DATA
      BARALIS ELENA MARIA
      2016 - 2016 (Completed)
    • DATA-CENTRIC GENOMIC COMPUTING (GENDATA 2020)
      BARALIS ELENA MARIA
      2013 - 2016 (Completed)
    • MPLANE-AN INTELLIGENT MEASUREMENTE PLANE FOR FUTURE NETWORK AND APPLICATION MANAGMENT
      BARALIS ELENA MARIA, MELLIA MARCO
      2012 - 2015 (Completed)
    • FI-WARE -FUTURE INTERNET CORE PLATFORM
      CHIUSANO SILVIA ANNA
      2014 - 2014 (Completed)
    • ANALISI DI ALGORITMI PER IL BILANCIAMENTO GEOGRAFICO DELLE BICICLETTE IN SISTEMI DI BIKE -SHARING
      BARALIS ELENA MARIA
      2013 - 2013 (Completed)
    • WEB-BI - WEB INTELLIGENCE
      BARALIS ELENA MARIA
      2012 - 2013 (Completed)
    • SMILE-O
      BARALIS ELENA MARIA
      2011 - 2013 (Completed)
    • ANALISI DEL PROCESSO DI MIGRAZIONE DI DATI PER LA NUOVA GESTIONE DELL'IMPOSTA PER L'IGIENE URBANA
      BARALIS ELENA MARIA
      2010 - 2010 (Completed)
    • DEFINIZIONE E PROGETTAZIONE DEL DATA WAREHOUSE AZIENDALE
      BARALIS ELENA MARIA
      2008 - 2009 (Completed)
    • CERTIFICAZIONE DELLA QUALITÀ DELLA BASE DI DATI PER LA GESTIONE DELLE DELEGHE SINDACALI
      BARALIS ELENA MARIA
      2008 - 2008 (Completed)
    • VERIFICHE ATTINENTI L'ESTRAZIONE DEI DATI AI FINI DI UNA MIGRAZIONE DI SISTEMA INFORMATICO
      BARALIS ELENA MARIA
      2007 - 2007 (Completed)
    • CLASSIFICAZIONE DI DOCUMENTI XML
      BARALIS ELENA MARIA
      1999 - 2001 (Completed)
    • ESTRAZIONE DI INFORMAZIONI (DATA MINING) DAI DATI ESTRATTI DAL WEB
      BARALIS ELENA MARIA
      1998 - 2000 (Completed)