Skip to main content

Learning with Multiple Representations

Objective

Machine learning methods operate on formal representations of the data at hand and the models or patterns induced from the data. They also assume a suitable formalization of the learning task itself (e.g. as a classification problem), including a specification of the objective in terms of a suitable performance metric, and sometimes other criteria the induced model is supposed to meet. Different representations or problem formalizations may be more or less appropriate to address a particular task and to deal with the type of training information available. The goal of LEMUR is to create a novel branch of machine learning we call Learning with Multiple Representations. We aim to develop the theoretical foundations and a first set of algorithms for this new paradigma. Moreover, corresponding applications are to demonstrate the usefulness of the new family of approaches. We regard LEMUR as very timely, as LMR algorithms will allow to flexible representations (e.g. suitable for explainability, fairness) with diverse target functions (e.g. incorporating environmental or even social impact) so as to make the induced models abide by the Green Charter and trustworthy AI criteria by design. We will focus on learning with weak supervision because it addresses one of the major flaws of modern ML approaches, i.e. their data hunger, by means of weaker sources of labelling for training data. The outcome of the DN will be a set of 10 experts trained to implement the third and subsequent waves of AI in Europe. The highly interdisciplinary and intersectoral context in which they will be trained will provide them with research-related and transferable competences relevant to successful careers in central AI areas.

Coordinator

UNIVERSITAET PADERBORN
Net EU contribution
€ 260 539,20
Address
Warburger Strasse 100
33098 Paderborn
Germany

See on map

Region
Nordrhein-Westfalen Detmold Paderborn
Activity type
Higher or Secondary Education Establishments
Other funding
No data

Participants (9)

UNIVERSITAET BIELEFELD
Germany
Net EU contribution
€ 260 539,20
Address
Universitaetsstrasse 25
33615 Bielefeld

See on map

Region
Nordrhein-Westfalen Detmold Bielefeld, Kreisfreie Stadt
Activity type
Higher or Secondary Education Establishments
Other funding
No data
LUDWIG-MAXIMILIANS-UNIVERSITAET MUENCHEN
Germany
Net EU contribution
€ 260 539,20
Address
Geschwister Scholl Platz 1
80539 Muenchen

See on map

Region
Bayern Oberbayern München, Kreisfreie Stadt
Activity type
Higher or Secondary Education Establishments
Other funding
No data
POLITECHNIKA POZNANSKA
Poland
Net EU contribution
€ 226 512,00
Address
Pl Marii Sklodowskiej Curie 5
60 965 Poznan

See on map

Region
Makroregion północno-zachodni Wielkopolskie Miasto Poznań
Activity type
Higher or Secondary Education Establishments
Other funding
No data
KATHOLIEKE UNIVERSITEIT LEUVEN
Belgium
Net EU contribution
€ 262 620,00
Address
Oude Markt 13
3000 Leuven

See on map

Region
Vlaams Gewest Prov. Vlaams-Brabant Arr. Leuven
Activity type
Higher or Secondary Education Establishments
Other funding
No data
UNIVERSITA' DEGLI STUDI DI MILANO-BICOCCA
Italy
Net EU contribution
€ 259 437,60
Address
Piazza Dell'ateneo Nuovo 1
20126 Milano

See on map

Region
Nord-Ovest Lombardia Milano
Activity type
Higher or Secondary Education Establishments
Other funding
No data
UNIVERSITY OF CYPRUS
Cyprus
Net EU contribution
€ 235 080,00
Address
Avenue Panepistimiou 2109 Aglantzi
1678 Nicosia

See on map

Region
Κύπρος Κύπρος Κύπρος
Activity type
Higher or Secondary Education Establishments
Other funding
No data
UNIVERSITA DEGLI STUDI DI SIENA
Italy
Net EU contribution
€ 259 437,60
Address
Via Banchi Di Sotto 55
53100 Siena

See on map

Region
Centro (IT) Toscana Siena
Activity type
Higher or Secondary Education Establishments
Other funding
No data
STICHTING VU
Netherlands
Net EU contribution
€ 274 370,40
Address
De Boelelaan 1105
1081 HV Amsterdam

See on map

Region
West-Nederland Noord-Holland Groot-Amsterdam
Activity type
Higher or Secondary Education Establishments
Other funding
No data
UMEA UNIVERSITET
Sweden
Net EU contribution
€ 293 709,60
Address
Universitetomradet
901 87 Umea

See on map

Region
Norra Sverige Övre Norrland Västerbottens län
Activity type
Higher or Secondary Education Establishments
Other funding
No data

Partners (10)

PHILIPS ELECTRONICS NEDERLAND BV
Netherlands
Net EU contribution
No data
Address
High Tech Campus 52
5656 AG Eindhoven

See on map

Region
Noord-Brabant Zuidoost-Noord-Brabant
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
MONDECA SA
France
Net EU contribution
No data
Address
Cite Nollez 3
75018 Paris

See on map

SME

The organization defined itself as SME (small and medium-sized enterprise) at the time the Grant Agreement was signed.

Yes
Region
Ile-de-France Ile-de-France Paris
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
NUOVO PIGNONE TECNOLOGIE SRL
Italy
Net EU contribution
No data
Address
Via Felice Matteucci 2
50127 Firenze

See on map

Region
Centro (IT) Toscana Firenze
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
DATEV EG
Germany
Net EU contribution
No data
Address
Paumgartnerstrasse 6-14
90429 Nurnberg

See on map

Region
Bayern Mittelfranken Nürnberg, Kreisfreie Stadt
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
NEC LABORATORIES EUROPE GMBH
Germany
Net EU contribution
No data
Address
Kurfursten-anlage 36
69115 Heidelberg

See on map

Region
Baden-Württemberg Karlsruhe Heidelberg, Stadtkreis
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
WATER BOARD OF LEMESOS
Cyprus
Net EU contribution
No data
Address
Franklin Roosevelt 66
3011 Lemesos

See on map

Region
Κύπρος Κύπρος Κύπρος
Activity type
Public bodies (excluding Research Organisations and Secondary or Higher Education Establishments)
Other funding
No data
SKELLEFTEA KOMMUN
Sweden
Net EU contribution
No data
Address
Tradgardsgatan 6
931 85 Skelleftea

See on map

Region
Norra Sverige Övre Norrland Västerbottens län
Activity type
Public bodies (excluding Research Organisations and Secondary or Higher Education Establishments)
Other funding
No data
THALES
France
Net EU contribution
No data
Address
Tour Carpe Diem Place Des Corolles Esplanade Nord
92400 Courbevoie

See on map

Region
Ile-de-France Ile-de-France Hauts-de-Seine
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
ELSEVIER BV
Netherlands
Net EU contribution
No data
Address
Radarweg 29
1043NX Amsterdam

See on map

Region
West-Nederland Noord-Holland Groot-Amsterdam
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data
IBM IRELAND LIMITED
Ireland
Net EU contribution
No data
Address
Ibm House, Shelbourne Road
Dublin 4 Ballsbridge

See on map

Region
Ireland Eastern and Midland Dublin
Activity type
Private for-profit entities (excluding Higher or Secondary Education Establishments)
Other funding
No data