References
Optimization for Machine Learning, Edited by Suvrit Sra, Sebastian Nowozin and Stephen J. Wright, 2011
The Interplay of Optimization and Machine Learning Research, by Kristin P. Bennett and Emilio Parrado-Hernand, 2006
Devising Optimization Algorithms for Machine Learning, SIAM News, 2014
The list is incomplete. Check for succesive upadtes