Spoken Computer Conversational Systems: Stephanie Seneff
- 07/07/2003
Slides from Stephanie Seneff's Lecture (.pdf format)
- Abstract:
This lecture concerns the state-of-the-art in the research community
in developing computer conversational systems that are typically able
to provide access to on-line information sources through natural
spoken dialogue interaction. Some of the existing domains include
weather information, flight status and schedules, a restaurant and
hotel guide, navigation assistance, and traffic status. Such systems
are typically configured as a suite of servers, each of which
specializes in one aspect of the problem, such as speech recognition,
language understanding, discourse and dialogue modeling, database
retrieval, response planning, language generation, and speech
synthesis. A significant portion of the lecture will be devoted to
the dialogue interaction component, which is typically very difficult
to build and requires a great deal of effort. Since speech
recognition is error-prone, systems must be able to recognize
potential misunderstandings and respond in ways that can lead to an
efficient resolution of the user's intended task. In addition, an
important research issue is how to configure systems that will enable
rapid porting to new domains and languages. The lecture will be
augmented with several video and audio clips to help illustrate
typical systems.
- Biography:
Stephanie Seneff is a Principal Research Scientist in the Spoken
Language Systems Group at the MIT Laboratory for Computer Science.
She received the B.S. degree in Biophysics from MIT in 1968, the
M.S. and E.E. degrees in Electrical Engineering and Computer Science
in 1980, and the PhD degree in EECS in 1985, also from MIT. Her
current research interests encompass many aspects of the development
of computer conversational systems, including speech recognition,
probabilistic natural language parsing, discourse and dialogue
modelling, speech generation, and integration between speech and
natural language. She has published extensively on these topics, and
has supervised many student theses at MIT, several at the Doctoral
level. She played a leadership role in the develoment of the Galaxy
architecture for spoken dialogue systems, which is widely used in the
research community. She has served on the Speech Technical Committee
for the IEEE Society for Acoustics, Speech and Signal Processing, and
is a member of the Editorial Board for the Speech Communications
journal. She has also served as a member of the Permanent Council for
the International Conference on Spoken Language Systems (ICSLP).
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