Descripción del proyecto Cognitive Systems and RoboticsNew 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. Mostrar el objetivo del proyecto Ocultar el objetivo del proyecto This project aims at developing new machine learning methods relying on very large number of hand-designed heuristics, together with statistical tools to facilitate the design of these heuristics in an open and collaborative framework.We define an heuristic to be any algorithm processing raw inputs to produce values relevant to the problem at hand. This purposely very general definition encompasses techniques spanning from simple signal processing to symbolic modeling or locally trained predictors. Since we assume high performance can only be achieved by combining hundreds of such heuristics, we propose to develop them collaboratively, in a way similar to the successful development process of open-source software or collaborative encyclopedia.We will assess the performance of that strategy on the control of an avatar in a realistic 3D simulator and on the control of a real robotic arm, and we aim at creating a generic software platform usable on alternative applications.Hence the key aspects of this proposal are to:- develop novel statistical techniques for prediction and goal-planning with a very large heterogeneous set of features,- develop statistical tools such as similarity measures in the space of features to help the design of very large sets of heuristics by many contributors,- assess the efficiency of this approach on a series of complex tasks in a realistic simulated 3D environment and with a real robot arm.The five partners of the consortium are from the fields of applied and theoretical statistical learning, reinforcement learning, artificial vision and robotics. Ámbito científico natural sciencescomputer and information sciencessoftwareengineering and technologyelectrical engineering, electronic engineering, information engineeringelectronic engineeringsignal processingnatural sciencescomputer and information sciencesartificial intelligencemachine learningreinforcement learningengineering and technologyelectrical engineering, electronic engineering, information engineeringelectronic engineeringroboticsnatural sciencescomputer and information sciencesartificial intelligenceheuristic programming Programa(s) FP7-ICT - Specific Programme "Cooperation": Information and communication technologies Tema(s) ICT-2009.2.1 - Cognitive Systems and Robotics Convocatoria de propuestas FP7-ICT-2009-4 Consulte otros proyectos de esta convocatoria Régimen de financiación CP - Collaborative project (generic) Coordinador FONDATION DE L'INSTITUT DE RECHERCHE IDIAP Aportación de la UE € 717 382,00 Dirección RUE MARCONI 19 1920 Martigny Suiza Ver en el mapa Región Schweiz/Suisse/Svizzera Région lémanique Valais / Wallis Tipo de actividad Research Organisations Contacto administrativo François Fleuret (Dr.) Enlaces Contactar con la organización Opens in new window Coste total Sin datos Participantes (6) Ordenar alfabéticamente Ordenar por aportación de la UE Ampliar todo Contraer todo CESKE VYSOKE UCENI TECHNICKE V PRAZE Chequia Aportación de la UE € 423 040,00 Dirección JUGOSLAVSKYCH PARTYZANU 1580/3 160 00 Praha Ver en el mapa Región Česko Praha Hlavní město Praha Tipo de actividad Higher or Secondary Education Establishments Contacto administrativo Igor Mraz (Mr.) Enlaces Contactar con la organización Opens in new window Sitio web Opens in new window Coste total Sin datos UNIVERSITAET POTSDAM Alemania Aportación de la UE € 327 334,00 Dirección AM NEUEN PALAIS 10 14469 Potsdam Ver en el mapa Región Brandenburg Brandenburg Potsdam Tipo de actividad Higher or Secondary Education Establishments Contacto administrativo Regina Gerber (Dr.) Enlaces Contactar con la organización Opens in new window Sitio web Opens in new window Coste total Sin datos FORSCHUNGSVERBUND BERLIN EV La participación finalizó Alemania Aportación de la UE € 101 466,00 Dirección RUDOWER CHAUSSEE 17 12489 Berlin Ver en el mapa Región Berlin Berlin Berlin Tipo de actividad Research Organisations Contacto administrativo Margitta Teuchert (Ms.) Enlaces Contactar con la organización Opens in new window Sitio web Opens in new window Coste total Sin datos CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS Francia Aportación de la UE € 345 268,00 Dirección RUE MICHEL ANGE 3 75794 Paris Ver en el mapa Región Ile-de-France Ile-de-France Paris Tipo de actividad Research Organisations Contacto administrativo Gilles Pulvermuller (Mr.) Enlaces Contactar con la organización Opens in new window Sitio web Opens in new window Coste total Sin datos INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET AUTOMATIQUE Francia Aportación de la UE € 394 509,00 Dirección DOMAINE DE VOLUCEAU ROCQUENCOURT 78153 Le Chesnay Cedex Ver en el mapa Región Ile-de-France Ile-de-France Yvelines Tipo de actividad Research Organisations Contacto administrativo Mireille MOULIN (Ms.) Enlaces Contactar con la organización Opens in new window Sitio web Opens in new window Coste total Sin datos UNIVERSITE DE TECHNOLOGIE DE COMPIEGNE Francia Aportación de la UE € 0,00 Dirección RUE DU DOCTEUR SCHWEITZER CS 60319 CENTRE PIERRE GUILLAUMAT 60203 Compiegne Cedex Ver en el mapa Región Hauts-de-France Picardie Oise Tipo de actividad Higher or Secondary Education Establishments Enlaces Contactar con la organización Opens in new window Sitio web Opens in new window Coste total Sin datos