@inproceedings{MalysiakGrimmHandmann2015, author = {Darius Malysiak and Matthias Grimm and Uwe Handmann}, title = {On the challenge of training small scale neural networks on large scale computing systems}, series = {16th IEEE International Symposium on Computational Intelligence and Informatics (CINTI)}, isbn = {978-1-4673-8520-6}, doi = {10.1109/CINTI.2015.7382935}, pages = {273 -- 284}, year = {2015}, abstract = {We present a novel approach of distributing small-to mid-scale neural networks onto modern parallel architectures. In this context we discuss the induced challenges and possible solutions. We provide a detailed theoretical analysis with respect to space and time complexities and reinforce our computation model with evaluations which show a performance gain over state of the art approaches.}, language = {en} }