CRF Model Parameter Estimation Task
(Redirected from CRF Training Task)
- AKA: CRF Training.
- See: CRF Label Bias, CRF Length Bias.
- (Lavergne et al., 2010) ⇒ Thomas Lavergne, Olivier Cappé, and François Yvon. (2010). “Practical Very Large Scale CRFs.” In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, (ACL 2010).
- QUOTE: In this paper, we address the issue of training very large CRFs, containing up to hundreds output labels and several billion features. Efficiency stems here from the sparsity induced by the use of a l1 penalty term. Based on our own implementation, we compare three recent proposals for implementing this regularization strategy.
- (Vishwanathan et al., 2006) ⇒ S. V. N. Vishwanathan, Nicol N. Schraudolph, Mark W. Schmidt, and Kevin P. Murphy. (2006). “Accelerated Training of Conditional Random Fields with Stochastic Gradient Methods.” In: Proceedings of the 23rd International Conference on Machine learning (ICML-2006). doi:10.1145/1143844.1143966