Français Anglais
Accueil Annuaire Plan du site
Accueil > Evenements > Séminaires
Séminaire du LRI
Data Series Management: Fulfilling the Need for Big Sequence Analytics
Themis Palpanas

13 March 2018, 10h30
Salle/Bat : 435/PCRI-N
Contact :

Activités de recherche :

Résumé :
There is an increasingly pressing need, by several applications in diverse domains, for developing techniques able to index and mine very large collections of sequences, or data series. Examples of such applications come from social media analytics and internet service providers, as well as from a multitude of scientific domains. It is not unusual for these applications to involve numbers of data series in the order of hundreds of millions to billions, which are often times not analyzed in their full detail due to their sheer size. However, no existing data management solution (such as relational databases, column stores, array databases, and time series management systems) can offer native support for sequences and the corresponding operators necessary for complex analytics.

In this talk, we argue for the need to study the theory and foundations for sequence management of big data sequences, and to build corresponding systems that will enable scalable management and analysis of very large sequence collections. We describe recent efforts in designing techniques for indexing and mining truly massive collections of data series that will enable scientists to easily analyze their data. We discuss novel techniques that adaptively create data series indexes, allowing users to correctly answer queries before the indexing task is finished. Finally, we present our vision for the future in big sequence management research, including the promising directions in terms of storage, distributed processing, and query benchmarks.

Pour en savoir plus : http://www.mi.parisdescartes.fr/~themisp
Séminaires
Heterogeneous Treatment Effects Estimation: When M
Raisonnement automatique
Thursday 02 June 2022 - 10h30
Salle : 2011 - DIG-Moulon
Naoufal Acharki .............................................

Witness Generation for JSON Schema
Langages et systèmes centrés données
Monday 30 May 2022 - 00h00
Salle : 455 - PCRI-N
Mohamed-Amine BAAZIZI .............................................

TUTORIAL CODALAB - Apprenez à organiser un challen
Wednesday 13 April 2022 - 00h00
Salle : 1 - DIG-Moulon
Adrien Pavao .............................................

Generative Neural Networks for Observational Causa
Raisonnement automatique
Thursday 07 April 2022 - 10h30
Salle : 2011 - DIG-Moulon
Diviyan Kalainathan .............................................

Datamining in Epi- and Phylogenetics
Tuesday 15 March 2022 - 11h00
Salle : 455 - PCRI-N
Thomas Haschka .............................................