Abstract | ||
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Page 1. Symmetry in Probabilistic Databases Guy Van den Broeck KU Leuven Joint work with Dan Suciu, Paul Beame, Eric Gribkoff, Wannes Meert, Adnan Darwiche Based on NIPS 2011, KR 2014, and upcoming PODS 2015 paper Page 2. Overview • Motivation and convergence of – The artificial intelligence story (recap) – The machine learning story (recap) – The probabilistic database story – The database theory story • Main theoretical results and proof outlines • Discussion and conclusions • Dessert Page 3. Overview • Motivation and convergence of – The artificial intelligence story (recap) – The machine learning story (recap) – The probabilistic database story – The database theory story • Main theoretical results and proof outlines • Discussion and conclusions • Dessert Page 4. ... A Simple Reasoning Problem ? Probability that Card1 is Hearts? [Van den Broeck; AAAI-KRR‟15] Page 5 … |
Year | Venue | DocType |
---|---|---|
2015 | AMW | Conference |
Citations | PageRank | References |
0 | 0.34 | 0 |
Authors | ||
6 |
Name | Order | Citations | PageRank |
---|---|---|---|
Guy Van den Broeck | 1 | 0 | 1.35 |
Dan Suciu | 2 | 9625 | 1349.54 |
Paul Beame | 3 | 2234 | 176.07 |
Eric Gribkoff | 4 | 0 | 0.34 |
Wannes Meert | 5 | 0 | 1.01 |
Adnan Darwiche | 6 | 2934 | 255.11 |