Eagle

Eagle is a system implementing many algorithms dealing with uncertain graphs:

Single and Multi query inference
Exact Inference
Approximate Inference (Monte Carlo)
Stochastic gradient descent

Downloads

Source code

eagle source code (Python language)

Version 0.1
Version 0.2
Version 0.3 (released 01/01/2013)

Datasets

License for Eagle

The Eagle Software is made available under the terms and conditions of the Artistic License 2.0. LICENSEE shall acknowledge Università degli Studi di Bari "Aldo Moro" as the provider of the Software, and shall include a reference in any manuscript describing results obtained using the Eagle Software.

References

Claudio Taranto, Nicola Di Mauro and Floriana Esposito. Uncertain Graphs meet Collaborative Filtering. In 3rd Italian Information Retrieval Workshop, 2012. [pdf]
Claudio Taranto, Nicola Di Mauro and Floriana Esposito . Uncertain (Multi)graphs for Personalization Services in Digital Libraries. In 8th Italian Research Conference on Digital Libraries, 2012. [pdf]
Claudio Taranto, Nicola Di Mauro and Floriana Esposito . Learning in Probabilistic Graphs exploiting Language-Constrained Patterns. In New Frontiers in Mining Complex Patterns, ECML-PKDD12 Workshop, 2012.
Claudio Taranto, Nicola Di Mauro and Floriana Esposito . Learning in Probabilistic Graphs exploiting Language-Constrained Patterns. In Extended version in New Frontiers in Mining Complex Patterns, ECML-PKDD12 Workshop, 2013. [in press]

Contact

Nicola Di Mauro
Claudio Taranto