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improved acknowledgement
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Jonathan Grizou committed Sep 1, 2014
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6 changes: 4 additions & 2 deletions abstract/abstract.tex
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We consider different scenarios, including a pick and place robotics experiment with speech as the modality of interaction, and a navigation task in a brain computer interaction scenario. In these scenarios, a teacher instructs a robot to perform a new task using initially unclassified signals, whose associated meaning can be a feedback (correct/incorrect) or a guidance (go left, right, up, \ldots). Our results show that a) it is possible to learn the meaning of unlabeled and noisy teaching signals, as well as a new task at the same time, and b) it is possible to reuse the acquired knowledge about the teaching signals for learning new tasks faster. We further introduce a planning strategy that exploits uncertainty from the task and the signals' meanings to allow more efficient learning sessions. We present a study where several real human subjects control successfully a virtual device using their brain and without relying on a calibration phase. Our system identifies, from scratch, the target intended by the user as well as the decoder of brain signals.

Based on this work, but from another perspective, we introduce a new experimental setup to study how human behave in asymmetric collaborative task. In this setup, two humans have to collaborate to solve a task but the channels of communication they can use are constrained and force them to invent and agree on a shared interaction protocol in order to solve the task. These constraints allow analyzing how a communication protocol is progressively established through the interplay and history of individual actions.
Based on this work, but from another perspective, we introduce a new experimental setup to study how human behave in asymmetric collaborative task. In this setup, two humans have to collaborate to solve a task but the channels of communication they can use are constrained and force them to invent and agree on a shared interaction protocol in order to solve the task. These constraints allow analyzing how a communication protocol is progressively established through the interplay and history of individual actions.\\

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This work has been supported by INRIA, Conseil R\'egional d'Aquitaine and the ERC grant EXPLORERS 24007.

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42 changes: 6 additions & 36 deletions acknowledgments/acknowledgments.tex
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% It was all about people providing me with the opportunity to learn.

First of all, I would like to thank Pierre-Yves Oudeyer and Manuel Lopes for supervising me during this three years.
\noindent First of all, I would like to thank Pierre-Yves Oudeyer and Manuel Lopes for supervising me during these three years. Apart from their advice, their patience, and their open minded and supportive supervision, I particularly enjoyed the opportunity I was given to learn and to simply belong to the lab, listening and taking part in various enlightening scientific and philosophical discussions.\\

And especially for giving me the opportunity to simply be in the lab, listening and taking part in various scientific and philosophical discussions.
\noindent I am grateful to Dr. Charles Capaday, Dr. Ram\'{o}n Huerta and Prof. Auke Jan Ijspeert for providing me with the early opportunity to discover research in their respective labs. Without them, I would never have pursued doctoral studies.\\

I am grateful to Dr. Charles Capaday, Dr. Ram\'{o}n Huerta and Prof. Auke Jan Ijspeert for providing me with the early opportunity to discover research in their respective labs. Without them, I would never have pursued doctoral studies.
\noindent During these three years, I had the chance to engage in different collaborative works. I thank I{\~n}aki Iturrate and Luis Montesano for their numerous advice and their infinite patience. I thank Anna-Lisa Vollmer and Katharina J. Rohlfing for their invaluable insight on the implication of this work to human behavioral understanding. I thank Peter Stone and Samuel Barrett for their enthusiasm and the opportunity I had to visit the \textsc{Larg} lab.\\

During these three years, I had the chance to engage in different collaborative works. I thank I{\~n}aki Iturrate and Luis Montesano for their numerous advises and their infinite patience. I thank Anna-Lisa Vollmer and Katharina J. Rohlfing for their invaluable insight on the implication of this work to human behavioral understanding. I thank Peter Stone and Samuel Barrett for their enthusiasm and for providing me the opportunity to visit the LARG lab.
\noindent Many thanks to the members of my jury for they rich and insightful comments.\\

I thanks the jury members
\noindent Numerous thanks to all the members of the \textsc{Flowers} team for contributing in making these three years a memorable experience: Matthieu, Pierre, Fabien, Olivier, Paul, Cl\'{e}ment, Thomas, Thomas, J\'{e}r\^{o}me, Haylee, Didier, Steve, Mai, Thibault, Yoan, Benjamin, and Adrien. I also thank our team assistants Nicolas, Nathalie, Catherine, and the numerous internship students, especially the one I co-supervised: Mathieu, Axel, Julie, Chlo\'{e}, Brice, and Fabien.\\

Unlimited thanks to my family for the good start in life they gave me, my friends for they unique ability to make me laugh, and Sara Maubourguet for her support all along these three years.
\noindent Unlimited thanks to my family for the good start in life they gave me, my friends for they unique ability to make me laugh, and Sara for her support all along these three years.\\

Numerous thanks go to all the members of the \textsc{FLOWERS} team for contributing in making these three years a memorable experience.

Didier Roy

Matthieu Lapeyre
Pierre Rouanet
Fabien Benureau
Olivier Mangin
Paul Fudal
Cl\'{e}ment Moulin-Frier
Steve Nguyen
Thomas Cederborg
Thomas Degris


Mai Nguyen
Adrien Barannes
Benjamin Cl\'{e}ment

Yoan Mollard
Thibault Munzer



As well as the numerous internship students whose sole evoquation of their names would fill this entire page.


This work has been supported by INRIA, Conseil R\'egional d'Aquitaine and the ERC grant EXPLORERS 24007.


% Without I{\~n}aki, running experiments involving brain signals would not have existed. He spent an uncountable amount of time sitting with the cup on and gel in the hair. Without Luis, my understanding of the problem would not . Him and Manuel were exceptionally patient when listening to my explanation. we would not have reached the same level of understanding of the problem.

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