CORDIS

EU research results

CORDIS

Massive Sets of Heuristics for Machine Learning

Fact Sheet

Reporting

Results

Objective

New tools for the collaborative development of very complex machine learning systems.

The MASH project aims at creating new tools for the collaborative development of very complex machine learning systems. Machine learning is concerned with the design of software able to learn from example. Since machine learning methods remain far from their biological counterpart in terms of performance, MASH will investigate a new strategy, by developing new theoretical tools and software to help large groups of individuals design large families of feature extractors. The idea is to combine several types of features developed by independent teams in order to improve performance. Because they exploit different sources of information, different modules mutually compensate their weaknesses.

Programme(s)

FP7-ICT - Specific Programme "Cooperation": Information and communication technologies

Topic(s)

ICT-2009.2.1 - Cognitive Systems and Robotics

Call for proposal

FP7-ICT-2009-4

See other projects for this call

Funding Scheme

CP - Collaborative project (generic)

Leaflet | Map data © OpenStreetMap contributors, Credit: EC-GISCO, © EuroGeographics for the administrative boundaries

Coordinator

FONDATION DE L'INSTITUT DE RECHERCHE IDIAP

Address

Rue Marconi 19
1920 Martigny

Switzerland

Activity type

Research Organisations

EU Contribution

€ 717 382

Contact the organisation

Administrative Contact

François Fleuret (Dr.)

Participants (6)

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CESKE VYSOKE UCENI TECHNICKE V PRAZE

Czechia

EU Contribution

€ 423 040

UNIVERSITAET POTSDAM

Germany

EU Contribution

€ 327 334

FORSCHUNGSVERBUND BERLIN EV

Germany

EU Contribution

€ 101 466

CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS

France

EU Contribution

€ 345 268

INSTITUT NATIONAL DE RECHERCHE ENINFORMATIQUE ET AUTOMATIQUE

France

EU Contribution

€ 394 509

UNIVERSITE DE TECHNOLOGIE DE COMPIEGNE

France

Project information

MASH

Grant agreement ID: 247022

Project website

Status

Closed project

Start date

1 January 2010
End date

30 June 2013

Funded under:

FP7-ICT

Overall budget:

€ 3 052 268
EU contribution

€ 2 308 999

Coordinated by:

FONDATION DE L'INSTITUT DE RECHERCHE IDIAP

Switzerland

Project information

MASH

Grant agreement ID: 247022

Project website

Status

Closed project

Start date

1 January 2010
End date

30 June 2013

Funded under:

FP7-ICT

Overall budget:

€ 3 052 268
EU contribution

€ 2 308 999

Coordinated by:

FONDATION DE L'INSTITUT DE RECHERCHE IDIAP

Deliverables

Deliverables not available

Publications

Publications via OpenAire

Sparsity by Worst-Case Penalties

Author(s): Grandvalet, Yves,Chiquet, Julien,Ambroise, Christophe

Ultra-fast tracking based on zero-shift points

Author(s): Dupac, Jan,Matas, Jiri,Naiser, Filip

Published in: ELSEVIER SCIENCE BV 2012

Permanent ID: doi:10.1016/j.imavis.2012.08.015

Lower Bounds for Evolution Strategies

Author(s): Teytaud , Olivier

Published in: World Scientific https://hal.inria.fr/inria-00593179 2011

Model selection in block clustering by the integrated classification likelihood

Author(s): Lomet , Aurore,Govaert , Gérard,Grandvalet , Yves

Published in: HAL CCSD 20th International Conference on Computational Statistics (COMPSTAT 2012), Aug 2012, Lymassol, France. pp.519-530, 2012 2012

Sparsity with sign-coherent groups of variables via the cooperative-lasso

Author(s): Chiquet , Julien,Grandvalet , Yves,Charbonnier , Camille

Published in: Institute Mathematical Statistics Annals Of Applied Statistics 2012

Permanent ID: doi:10.1214/11-AOAS520

Continuous Rapid Action Value Estimates

Author(s): Couetoux , Adrien,Milone , Mario,Brendel , Matyas,Doghmen , Hassen,Sebag , Michèle,Teytaud , Olivier

Published in: JMLR Chun-Nan Hsu and Wee Sun Lee. The 3rd Asian Conference on Machine Learning (ACML2011), Nov 2011, Taoyuan, Taiwan. JMLR, 20, pp.19-31, 2011, Workshop and Conference Proceedings 2011

Inferring multiple graphical structures

Author(s): Chiquet J.,Grandvalet Y.,Ambroise C.

Published in: SPRINGER Statistics and Computing 2011

Permanent ID: doi:10.1007/s11222-010-9191-2

On the Convergence Rate of l(p)-Norm Multiple Kernel Learning

Author(s): Kloft, Marius,Blanchard, Gilles

Published in: MICROTOME PUBL 2012

Robust abandoned object detection integrating wide area visual surveillance and social context

Author(s): Ferryman, James,Hogg, David,Sochman, Jan,Behera, Ardhendu,Rodriguez-Serrano, Jose A.,Worgan, Simon,Li, Longzhen,Leung, Valerie,Evans, Murray,Cornic, Philippe,Herbin, Stephane,Schlenger, Stefan,Dose, Michael,Computational Vision Group, School of Systems Engineering, University of Reading, RG6 6AY, UK,School of Computing, University of Leeds, LS2 9JT UK,Centre for Machine Perception, Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University, Karlovo namesti 13, 121 35 Praha 2, Czech Republic,Xerox Research Centre Europe, 6 Chemin de Maupertuis, 38240 Meylan, France,formerly University of Leeds,Department of Information Processing and Modelling, ONERA, BP 80100, 91123 Palaiseau Cedex, France,MathWorks, Les Montalets, 2 rue de Paris, 92190 Meudon, France,L-1 Identity Solutions, Universitaetsstr.160, 44801 Bochum, Germany

Published in: Elsevier 0167-8655 2013

Permanent ID: doi:10.1016/j.patrec.2013.01.018

Classification with asymmetric label noise: Consistency and maximal denoising

Author(s): Blanchard, Gilles,Flaska, Marek,Handy, Gregory,Pozzi, Sara,Scott, Clayton

Published in: The Institute of Mathematical Statistics and the Bernoulli Society Electron. J. Statist. 10, no. 2 (2016), 2780-2824 2016

Permanent ID: doi:10.1214/16-EJS1193

Project information

MASH

Grant agreement ID: 247022

Project website

Status

Closed project

Start date

1 January 2010
End date

30 June 2013

Funded under:

FP7-ICT

Overall budget:

€ 3 052 268
EU contribution

€ 2 308 999

Coordinated by:

FONDATION DE L'INSTITUT DE RECHERCHE IDIAP

Project information

MASH

Grant agreement ID: 247022

Project website

Status

Closed project

Start date

1 January 2010
End date

30 June 2013

Funded under:

FP7-ICT

Overall budget:

€ 3 052 268
EU contribution

€ 2 308 999

Coordinated by:

FONDATION DE L'INSTITUT DE RECHERCHE IDIAP

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Last update: 20 April 2017

Record number: 93563

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