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