CALL FOR PAPERS
Advances in Human-Computer Interaction
Special Issue on Advancing Big Data in Speech Computation
Hindawi
Submission Deadline: Friday,
31 May 2019
Publication Date: October 2019
Big Data is an emerging topic in a broad variety of
research areas, with the promise to allow predictive user behavior
analytics
for a wide variety of speech patterns like emotions, sentiment,
personality, and pathology. With the emerging voice assistants,
such as Amazon Alexa or Google Assistant, speech interaction has
attracted increasing attention. In addition, further speech-based
HCI-systems could benefit from big data computation, such as
Speech-to-Speech translation systems, conversational agents,
and educational systems. Unfortunately, when dealing with speech
computation tasks, oen only comparably small amounts of
data are available, or the collection is cumbersome.Thus, advanced
methods such as transfer learning, active learning, data
synthesis, and (semi-)automatic annotation methods or
domain-/topic-adaptation are needed.
This special issue welcomes original research papers concerned
with the big data exploitation of speech data, particularly in
HCI-related contexts. We encourage researchers to submit review
articles describing the current state of the art in speech-based
big-data analyses. Submissions dealing with data synthesis or
recordings and automatic annotation of large sets of speech
data are highly encouraged.
Potential topics include but are not limited to the following:
* Speech data transfer learning and active learning for HCI
systems
* (Semi-) Automatic speech data analyses for HCI systems
* Big data language modeling for HCI systems
* Generative adversarial networks for speech-based HCI behavior
analytics
* Methods review for big data in advancing speech-based HCI
* Comparison of big data and small data approaches for
speech-based HCI
* Application of Big data methods for speech based HCI-systems
Authors can submit their manuscripts through the Manuscript
Tracking System at
https://mts.hindawi.com/submit/journals/ahci/abd/.
Papers are published upon acceptance, regardless of the Special
Issue publication date.
Lead Guest Editor
Ingo Siegert, Otto von Guericke University, Magdeburg, Germany
ingo.siegert@ovgu.de
Guest Editors
Anna Esposito, Università della Campania "Luigi Vanvitelli",
Napoli, Italy
anna.esposito@unicampania.it
Friedhelm Schwenker, University of Ulm, Ulm, Germany
friedhelm.schwenker@uni-ulm.de
Gennaro Cordasco, Anna Esposito, Università della Campania "Luigi
Vanvitelli", Napoli, Italy
gennaro.cordasco@unicampania.it
--
PD Dr. Friedhelm Schwenker
University of Ulm
Institute of Neural Information Processing
D-89069 Ulm, Germany
phone: +49-731-50-24159
fax: +49-731-50-24156
email: friedhelm.schwenker@uni-ulm.de
www: http://www.uni-ulm.de/in/neuroinformatik/mitarbeiter/f-schwenker.html