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Oliver Kennedy 2016-03-08 12:17:30 -05:00
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(2) The second part then draws the connection to lifted inference and shows how application of this theory allows a standard relational database management system to both upper and lower bound hard probabilistic queries in guaranteed polynomial time. We give experimental evidence on synthetic TPC-H data that our approach is by orders of magnitude faster and also more accurate than currently used sampling-based approaches.<br/>
(Talk based on joint work with Dan Suciu from TODS 2014 and VLDB 2015: http://arxiv.org/abs/1409.6052, http://arxiv.org/pdf/1412.1069)
bio: |
Wolfgang Gatterbauer is an Assistant Professor in Business Technologies and Computer Science at CMU. His current research focus is on scalable approaches to perform inference over uncertain data. He received degrees in Mechanical Engineering, Electrical Engineering & Computer Science, and Technology & Policy, and then got his PhD in Computer Science from Vienna University of Technolgoy. Prior to joining CMU, he was a Post-Doc in the Database group at University of Washington. In earlier times, he won a Bronze medal at the International Physics Olympiad, worked in the steam turbine development department of ABB Alstom Power, and in the German office of McKinsey & Company.
Wolfgang Gatterbauer is an Assistant Professor in Business Technologies and Computer Science at CMU. His current research focus is on scalable approaches to perform inference over uncertain data. He received degrees in Mechanical Engineering, Electrical Engineering &amp; Computer Science, and Technology &amp; Policy, and then got his PhD in Computer Science from Vienna University of Technolgoy. Prior to joining CMU, he was a Post-Doc in the Database group at University of Washington. In earlier times, he won a Bronze medal at the International Physics Olympiad, worked in the steam turbine development department of ABB Alstom Power, and in the German office of McKinsey &amp; Company.
- when: Mar. 28
what: Probabilistic Databases
who: Niccolò Meneghetti