Probabilistic Circuits with Constraints via Convex Optimization

Author:

Ghandi Soroush,Quost Benjamin,de Campos Cassio

Publisher

Springer Nature Switzerland

Reference38 articles.

1. Adel, T., Balduzzi, D., Ghodsi, A.: Learning the structure of sum-product networks via an SVD-based algorithm. In: Uncertainty in Artificial Intelligence (2015). https://api.semanticscholar.org/CorpusID:15429402

2. Van den Broeck, G., Di Mauro, N., Vergari, A.: Tractable probabilistic models: representations, algorithms, learning, and applications. http://web.cs.ucla.edu/~guyvdb/slides/TPMTutorialUAI19.pdf (2019), tutorial at Uncertainty in Artificial Intelligence (UAI) 2019

3. Correia, A., Peharz, R., de Campos, C.P.: Joints in random forests. In: Advances in Neural Information Processing Systems (NeurIPS), vol. 33, pp. 11404–11415 (2020)

4. Cozman, F.G., de Campos, C.P., da Rocha, J.C.F.: Probabilistic logic with independence. Int. J. Approximate Reasoning 49(1), 3–17 (2008)

5. Darwiche, A.: A differential approach to inference in Bayesian networks. J. ACM 50(3), 280–305 (2003)

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