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title: The UBDB Seminar - Spring 2016
schedule:
- when: Feb. 3
what: TBD
- when: Feb. 3; 10:00 AM
what: "Query Explanations: A New Approach to Understanding Big Data"
who: Sudeepa Roy
where: TBD
where: Davis 338A
details:
abstract: |
TBD
In recent years, the availability of big data has resulted in a growing
number of users who are interested in interpreting the trends and
anomalies for large datasets. This presents an imminent requirement of
sophisticated data analysis tools that can provide qualitative
information based on query answers on such datasets. In this talk, I
will describe my current research on developing a principled framework
for explaining query answers inspired by the theory of causality and
intervention from the area of Artificial Intelligence. I will present
our solutions to core challenges in this task such as obtaining concise
descriptions of explanations, handling inherent dependencies of database
tuples, and achieving real-time efficiency in large explanation spaces.
I will conclude the talk with several exciting future research
directions spanning database theory and systems, algorithms, and user
interactions with a graphical interface.
bio: |
TBD
Sudeepa Roy is an Assistant Professor in Computer Science at Duke
University since Fall 2015. She works in the area of databases and data
management, with a focus on foundational aspects of big data analysis,
which includes causality and explanations for big data, data provenance,
probabilistic databases, and applications of database techniques in
other domains. Prior to Duke, she did a postdoc at the University of
Washington, and obtained her Ph.D. from the University of Pennsylvania.
She is a recipient of the NSF CAREER award and a Google PhD Fellowship.
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<p>The UBDB seminar meets on Mondays at TBD, typically in TBD. Subscribe to <a href="https://listserv.buffalo.edu/cgi-bin/wa?A0=cse-database-list">cse-database-list</a> for more details.</p>