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     Call for participation in the Special Session


Robust Speech Processing using Observation Uncertainty

                 and Uncertainty Propagation

at Interspeech, 6-10 Sep 2015 in Dresden


                **Deadline: 20 March, 2015**

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We are pleased to announce a special session at Interspeech 2015 focusing on uncertainty for robust speech processing across all sub-fields. This would cover


* Methods exploiting observation and parameter uncertainty as well as uncertainty propagation for robust speech processing (e.g., for interference, learning or adaptation)


* We specially welcome papers on the topic deep learning and uncertainty. We are confident this is the right moment to tackle this issue and already expect works on the topic


* Uncertainty in training data: “BIG” data is upon us, but the quality of that ‘found’ data is not the same as carefully collected data. What are the best ways to address data uncertainty when ground-truth is unknown?


* All sub-fields are welcome, since this is not restricted to only ASR and speaker recognition communities but also works in e.g., paralinguistics or transcription level uncertainties (lattices).


We would also like to use this opportunity to motivate the sharing of software tools based on uncertainty techniques among the community as well as reproducible research. For this purpose we will provide software for uncertainty-related techniques, such as tools for the estimation of observation uncertainties and for their application ASR, through the wiki page of the Robust Speech Processing Special Interest Group of ISCA (RoSP-SIG).


https://wiki.inria.fr/rosp/Software


We welcome other contributions, through the RoSP or any other existing hub. We will update the call to inform of the inclusion of these new tools.


All updates on the session progress and available tools will be also reported on this website.


http://goo.gl/ZQ9tEr


Do not hesitate to contact us if you have any question.


Ramón Fernandez Astudillo ([email protected] <mailto:[email protected]>)

Shinji Watanabe ([email protected] <mailto:[email protected]>)

Ahmed Hussen AbdelAziz ([email protected] <mailto:[email protected]>)

Dorothea Kolossa ([email protected] <mailto:[email protected]>)




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