Scalability of Stochastic Gradient Descent based on "Smart" Sampling Techniques

Stéphan Clémençon, Aurélien Bellet, Ons Jelassi, Guillaume Papa. Scalability of Stochastic Gradient Descent based on "Smart" Sampling Techniques. In Asim Roy, Plamen Angelov, Adel M. Alimi, Ganesh Kumar Venayagamoorthy, Theodore B. Trafalis, editors, INNS Conference on Big Data 2015, San Francisco, CA, USA, 8-10 August 2015. Volume 53 of Procedia Computer Science, pages 308-315, Elsevier, 2015. [doi]

@inproceedings{ClemenconBJP15,
  title = {Scalability of Stochastic Gradient Descent based on "Smart" Sampling Techniques},
  author = {Stéphan Clémençon and Aurélien Bellet and Ons Jelassi and Guillaume Papa},
  year = {2015},
  doi = {10.1016/j.procs.2015.07.308},
  url = {http://dx.doi.org/10.1016/j.procs.2015.07.308},
  researchr = {https://researchr.org/publication/ClemenconBJP15},
  cites = {0},
  citedby = {0},
  pages = {308-315},
  booktitle = {INNS Conference on Big Data 2015, San Francisco, CA, USA, 8-10 August 2015},
  editor = {Asim Roy and Plamen Angelov and Adel M. Alimi and Ganesh Kumar Venayagamoorthy and Theodore B. Trafalis},
  volume = {53},
  series = {Procedia Computer Science},
  publisher = {Elsevier},
}