1. Analysis of a natural gradient algorithm on monotonic convex-quadratic-composite functions
2. An ODE method to prove the geometric convergence of adaptive stochastic algorithms
3. Diagonal Acceleration for Covariance Matrix Adaptation Evolution Strategies
4. Youhei Akimoto , Yuichi Nagata , Isao Ono , and Shigenobu Kobayashi . 2010. Bidirectional Relation between CMA Evolution Strategies and Natural Evolution Strategies . In Parallel Problem Solving from Nature, PPSN XI, Robert Schaefer, Carlos Cotta, Joanna Kołodziej, and Günter Rudolph (Eds.) . Springer Berlin Heidelberg , Berlin, Heidelberg , 154--163. Youhei Akimoto, Yuichi Nagata, Isao Ono, and Shigenobu Kobayashi. 2010. Bidirectional Relation between CMA Evolution Strategies and Natural Evolution Strategies. In Parallel Problem Solving from Nature, PPSN XI, Robert Schaefer, Carlos Cotta, Joanna Kołodziej, and Günter Rudolph (Eds.). Springer Berlin Heidelberg, Berlin, Heidelberg, 154--163.
5. Theoretical Foundation for CMA-ES from Information Geometry Perspective