|
|
Dr Yaji Sripada Senior
Lecturer |
Research
I am interested in Natural Language
Generation (NLG) or Text Generation. NLG is a sub-field of Computing
Science/Artificial Intelligence/Natural Language Processing focusing on
developing computational models for the task of natural language production. Traditional
NLG models expect input that is semantically well grounded and map input
semantic structures to output natural language text. However, it is useful not
to place any restrictions on the input and accept input data as it is available
in a domain. For example, consider developing an NLG model for generating a
textual weather forecast (as seen in newspapers) from Numerical Weather
Prediction (NWP) data, direct output of a numerical weather simulator. Weather
patterns in NWP are not explicit and therefore traditional NLG models need to
be extended to first interpret input data to meaningful weather patterns before
more traditional NLG modules take over. I am interested in developing such
extended NLG models that are called data-to-text NLG models.
Data-to-text NLG models address a
similar problem to Information Visualization (InfoViz)
– communicating electronic information to humans. I am interested in extending
NLG models to design information presentations that combine information
visualizations and natural language text. An important aspect of modern
information visualization techniques is that they are organized in terms of the
input data types and the interactive tasks performed by users. Organizing NLG
systems too based on their input data types and defining interactive tasks for
the NLG context are interesting. Most of the datasets I worked with to date
have been either time series or geospatial or spatio-temporal.
Geospatial data are visualized in GIS (Geographical Information Systems) and I
am particularly interested in adding textual presentations to a GIS
environment.
A common feature of data-to-text NLG
models is that they summarise input data. I use data mining/analysis techniques
for data summarization. As a related field I am also interested in Visual
Analytics.
Commercialization
I am a
co-founding director of a university spin-off, Data2Text Ltd building NLG software
systems for several different industries.
Teaching
Admin
Contact :- Room 226, Meston
Building, King's College, Aberdeen, AB24 3UE, Scotland, UK, Phone +44 (0)1224
272597, Fax +44 (0)1224 273422.