Glossary¶
- Adam¶
A SGD-based optimization algorithm. See [GLO-KB15] for details.
- ADMM¶
The alternating direction method of multipliers (ADMM) algorithm. See [GLO-BPC+11] for details.
- BFGS¶
The Broyden-Fletcher-Goldfarb-Shanno (BFGS) algorithm.
- IIS¶
The improved iterative scaling (IIS) algorithm.
- MaxEnt¶
The maximum entropy (MaxEnt) model.
References¶
[GLO-KB15]
Diederik P. Kingma and Jimmy Lei Ba. Adam: a method for stochastic optimization. In Proceedings of the International Conference on Learning Representations. 2015.
[GLO-BPC+11]
Stephen Boyd, Neal Parikh, Eric Chu, Borja Peleato, Jonathan Eckstein, and others. Distributed optimization and statistical learning via the alternating direction method of multipliers. Foundations and Trends® in Machine learning, 3(1):1–122, 2011. URL: https://doi.org/10.1561/2200000016.