Data Mining Techniques in Sensor Networks by Annalisa Appice, Anna Ciampi, Fabio Fumarola & Donato Malerba

Data Mining Techniques in Sensor Networks

By

  • Genre Computers & Internet
  • Publisher Springer Science & Business Media
  • Released
  • Size 3.87 MB
  • Length 115 Pages

Description

Emerging real life applications, such as environmental compliance, ecological studies and meteorology, are characterized by real-time data acquisition through a number of (wireless) remote sensors. Operatively, remote sensors are installed across a spatially distributed network; they gather information along a number of attribute dimensions and periodically feed a central server with the measured data. The server is required to monitor these data, issue possible alarms or compute fast aggregates. As data analysis requests, which are submitted to a server, may concern both present and past data, the server is forced to store the entire stream. But, in the case of massive streams (large networks and/or frequent transmissions), the limited storage capacity of a server may impose to reduce the amount of data stored on the disk.  One solution to address the storage limits is to compute summaries of the data as they arrive and use these summaries to interpolate the real data which are discarded instead.  On any future demands of further analysis of the discarded data, the server pieces together the data from the summaries stored in database and processes them according to the requests.

This work introduces the multiple possibilities and facets of a recently defined spatio-temporal pattern, called trend cluster, and its applications to summarize, interpolate and identify anomalies in a sensor network.   As an example application, the authors illustrate the application of trend cluster discovery to monitor the efficiency of photovoltaic power plants. The work closes with remarks on new possibilities for surveillance gained by recent developments of sensing technology, and with an outline of future challenges.

Preview

More Annalisa Appice, Anna Ciampi, Fabio Fumarola & Donato Malerba Books

  • Data Mining Techniques in Sensor Networks

    Data Mining Techniques in Sensor Networks

    Annalisa Appice, Anna Ciampi, Fabio Fumarola & Donato Malerba

    Computers & Internet

  • New Frontiers in Mining Complex Patterns

    New Frontiers in Mining Complex Patterns

    Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Elio Masciari & Zbigniew W. Ras

    Computers & Internet

  • Foundations of Intelligent Systems

    Foundations of Intelligent Systems

    Annalisa Appice, Hanane Azzag, Mohand-Saïd Hacid, Allel Hadjali & Zbigniew Ras

    Computers & Internet

  • Machine Learning and Principles and Practice of Knowledge Discovery in Databases

    Machine Learning and Principles and Practice of Knowledge Discovery in Databases

    Irena Koprinska, Paolo Mignone, Riccardo Guidotti, Szymon Jaroszewicz, Holger Fröning, Francesco Gullo, Pedro M. Ferreira, Damian Roqueiro, Gaia Ceddia, Slawomir Nowaczyk, João Gama, Rita Ribeiro, Ricard Gavaldà, Elio Masciari, Zbigniew Ras, Ettore Ritacco, Francesca Naretto, Andreas Theissler, Przemyslaw Biecek, Wouter Verbeke, Gregor Schiele, Franz Pernkopf, Michaela Blott, Ilaria Bordino, Ivan Luciano Danesi, Giovanni Ponti, Lorenzo Severini, Annalisa Appice, Giuseppina Andresini, Ibéria Medeiros, Guilherme Graça, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Diego Saldaña, Konstantinos Sechidis, Arif Canakoglu, Sara Pido, Pietro Pinoli, Albert Bifet & Sepideh Pashami

    Computers & Internet

  • ECML PKDD 2020 Workshops

    ECML PKDD 2020 Workshops

    Irena Koprinska, Michael Kamp, Annalisa Appice, Corrado Loglisci, Luiza Antonie, Albrecht Zimmermann, Riccardo Guidotti, Özlem Özgöbek, Rita P. Ribeiro, Ricard Gavaldà, João Gama, Linara Adilova, Yamuna Krishnamurthy, Pedro M. Ferreira, Donato Malerba, Ibéria Medeiros, Michelangelo Ceci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras, Peter Christen, Eirini Ntoutsi, Erich Schubert, Arthur Zimek, Anna Monreale, Przemyslaw Biecek, Salvatore Rinzivillo, Benjamin Kille, Andreas Lommatzsch & Jon Atle Gulla

    Computers & Internet

  • Foundations of Intelligent Systems

    Foundations of Intelligent Systems

    Marzena Kryszkiewicz, Annalisa Appice, Dominik Slezak, Henryk Rybinski, Andrzej Skowron & Zbigniew W. Ras

    Computers & Internet

  • New Frontiers in Mining Complex Patterns

    New Frontiers in Mining Complex Patterns

    Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari & Zbigniew W. Ras

    Computers & Internet

  • Machine Learning and Principles and Practice of Knowledge Discovery in Databases

    Machine Learning and Principles and Practice of Knowledge Discovery in Databases

    Irena Koprinska, Paolo Mignone, Riccardo Guidotti, Szymon Jaroszewicz, Holger Fröning, Francesco Gullo, Pedro M. Ferreira, Damian Roqueiro, Gaia Ceddia, Slawomir Nowaczyk, João Gama, Rita Ribeiro, Ricard Gavaldà, Elio Masciari, Zbigniew Ras, Ettore Ritacco, Francesca Naretto, Andreas Theissler, Przemyslaw Biecek, Wouter Verbeke, Gregor Schiele, Franz Pernkopf, Michaela Blott, Ilaria Bordino, Ivan Luciano Danesi, Giovanni Ponti, Lorenzo Severini, Annalisa Appice, Giuseppina Andresini, Ibéria Medeiros, Guilherme Graça, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Diego Saldaña, Konstantinos Sechidis, Arif Canakoglu, Sara Pido, Pietro Pinoli, Albert Bifet & Sepideh Pashami

    Computers & Internet

  • New Frontiers in Mining Complex Patterns

    New Frontiers in Mining Complex Patterns

    Annalisa Appice, Corrado Loglisci, Giuseppe Manco, Elio Masciari & Zbigniew W. Ras

    Computers & Internet

  • New Frontiers in Mining Complex Patterns

    New Frontiers in Mining Complex Patterns

    Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari & Zbigniew W. Ras

    Computers & Internet

  • Discovery Science

    Discovery Science

    Annalisa Appice, Grigorios Tsoumakas, Yannis Manolopoulos & Stan Matwin

    Computers & Internet

  • Complex Pattern Mining

    Complex Pattern Mining

    Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari & Zbigniew W. Ras

    Computers & Internet