no code implementations • 26 May 2021 • Long Chen, Lukas Platinsky, Stefanie Speichert, Blazej Osinski, Oliver Scheel, Yawei Ye, Hugo Grimmett, Luca Del Pero, Peter Ondruska
If cheaper sensors could be used for collection instead, data availability would go up, which is crucial in a field where data volume requirements are large and availability is small.
no code implementations • 15 Jul 2018 • Stefanie Speichert, Vaishak Belle
The field of statistical relational learning aims at unifying logic and probability to reason and learn from data.
no code implementations • 14 Jul 2018 • Andreas Bueff, Stefanie Speichert, Vaishak Belle
By leveraging local structure, representations such as sum-product networks (SPNs) can capture high tree-width models with many hidden layers, essentially a deep architecture, while still admitting a range of probabilistic queries to be computable in time polynomial in the network size.