gatterbauer.name - Wolfgang Gatterbauer, Northeastern University

Description: Wolfgang Gatterbauer academic web page

databases (515) knowledge representation (20) northeastern university (13) wolfgang gatterbauer (2) khoury college of computer sciences (2)

Example domain paragraphs

I am working on the theory of scalable data management . One of my goals is to extend the capabilities of modern data management systems in generic ways to allow them to support novel functionalities that seem hard at first. Examples of such functionalities are managing provenance, trust, explanations, and uncertain or inconsistent data. To support these functionalities, I am interested in understanding the the fundamental algebraic properties that allow algorithms to scale with the size of data by leveragi

For the hard questions, this work of line tries to find ways to change the objective in a way that qualitatively preserves the original motivation, yet installs those desirable algebraic properties (something we call ''algebraic cheating''). Our work has shown that approaches that leverage those properties and optimize for the overall end-to-end goal can work with less training data and achieve remarkable speed-ups .

Thanks to NSF for supporting us under NSF Career Award IIS-1762268 and NSF Award IIS-1956096 . Also thanks to the anonymous reviewers and respective committees for selecting our EDBT 2021 paper for the best paper award, our PODS 2021, SIGMOD 2017, VLDB 2015, and WALCOM 2017 papers among "best of conference", and two of our SIGMOD 2020 papers for reproducibility awards.

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