Learning Algorithms¶
This classes implement many different learning structure algorithms.
Bibliography¶
- pc-stable
Colombo, D., & Maathuis, M. H. (2014). Order-independent constraint-based causal structure learning. Journal of Machine Learning Research, 15, 3921–3962.
- mmhc
Tsamardinos, I., Brown, L. E., & Aliferis, C. F. (2006). The max-min hill-climbing Bayesian network structure learning algorithm. Machine Learning, 65(1), 31–78.
- dmmhc
Trabelsi, G., Leray, P., Ben Ayed, M., & Alimi, A. M. (2013). Dynamic MMHC: A local search algorithm for dynamic Bayesian network structure learning. Advances in Intelligent Data Analysis XII, 8207 LNCS, 392–403.
- meek
Meek, C. (1995). Causal Inference and Causal Explanation with Background Knowledge. In Eleventh Conference on Uncertainty in Artificial Intelligence (UAI’95), 403–410.