Learning from Multiple Sources with Applications to Robotics
NIPS Workshop, December 12th 2009, Whistler, BC, Canada

News: Workshop now available at VideoLectures.net

News: Submission deadline extended to November 1st....
Introduction

Learning from multiple sources denotes the problem of jointly learning from a set of (partially) related learning problems / views / tasks. This general concept underlies several subfields receiving increasing interest from the machine learning community, which differ in terms of the assumptions made about the dependency structure between learning problems. In particular, the concept includes topics such as data fusion, transfer learning, multitask learning, multiview learning, and learning under covariate shift. Several approaches for inferring and exploiting complex relationships between data sources have been presented, including both generative and discriminative approaches.

The workshop will provide a unified forum for cutting edge research on learning from multiple sources; the workshop will examine the general concept, theory and methods, and will also examine robotics as a natural application domain for learning from multiple sources. The workshop will address methodological challenges in the different subtopics and further interaction between them. The intended audience is researchers working in fields of multi-modal learning, data fusion, and robotics.

The workshop includes a morning session focused on the robotics application, and an afternoon session focused on theory/methods.

The workshop is a core event of the PASCAL2 Network of Excellence.

PASCAL2 Invited Speakers

Morning session: Ingmar Posner - University of Oxford

Afternoon session: Chris Williams - University of Edinburgh

Registration and Cost

Workshop registration is done via the NIPS website https://nips.cc/login.php.

Early Registration (Regular)       $264 USD       September 2, 2009 - November 6, 2009
Early Registration (Student)       $164 USD       September 2, 2009 - November 6, 2009
Late Registration (Regular)       $304 USD       November 7, 2009 - December 12, 2009
Late Registration (Student)       $189 USD       November 7, 2009 - December 12, 2009
Organisers

Programme Committee

  • Cedric Archambeau - Xerox Research.
  • Andreas Argyriou - Toyota Technological Institute.
  • Claudio Gentile - Università dell'Insubria.
  • Mark Girolami - University of Glasgow.
  • Samuel Kaski - Helsinki University of Technology.
  • Arto Klami - Helsinki University of Technology.
  • John Shawe-Taylor - University College London.
  • Giorgio Valentini - Università degli Studi di Milan.

Contact Persons

For questions about the workshop, contact David R. Hardoon at D.Hardoon AT cs.ucl.ac.uk.
For questions about the website, contact Simon Rogers at srogers AT dcs.gla.ac.uk.