Français Anglais
Accueil Annuaire Plan du site
Accueil > Evenements > Séminaires
Séminaire d'équipe(s) LaHDAK
Distributing Frank-Wolfe via Map-Reduce
Stratis Ioannidis

12 October 2017, 10h30 - 12 October 2017, 12h00
Salle/Bat : 455/PCRI-N
Contact :

Activités de recherche : Gestion de données du Web

Résumé :
Large-scale optimization problems abound in data mining and
machine learning applications, and the computational challenges they pose are often addressed through parallelization. We identify structural properties under which a convex optimization problem can be massively parallelized via map-reduce operations using the Frank-Wolfe (FW) algorithm. The class of problems that can be tackled this way is quite broad and includes experimental design, AdaBoost, and projection
to a convex hull. Implementing FW via map-reduce eases parallelization and deployment via commercial distributed computing frameworks. We demonstrate this by implementing FW over Spark, an engine for parallel data processing, and establish that parallelization through map-reduce yields significant performance improvements: we solve problems with 10 million variables using 350 cores in 44 minutes; the same operation takes 133 hours when executed serially.

Pour en savoir plus :
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 .............................................