Using meta-heuristics and machine learning for software optimization of parallel computing systems: a systematic literature review

S Memeti, S Pllana, A Binotto, J Kołodziej, I Brandic - Computing, 2019 - Springer
While modern parallel computing systems offer high performance, utilizing these powerful
computing resources to the highest possible extent demands advanced knowledge of …

A review of machine learning and meta-heuristic methods for scheduling parallel computing systems

S Memeti, S Pllana, A Binotto, J Kołodziej… - Proceedings of the …, 2018 - dl.acm.org
Optimized software execution on parallel computing systems demands consideration of
many parameters at run-time. Determining the optimal set of parameters in a given …

CHAOS: a parallelization scheme for training convolutional neural networks on Intel Xeon Phi

A Viebke, S Memeti, S Pllana, A Abraham - The Journal of …, 2019 - Springer
Deep learning is an important component of Big Data analytic tools and intelligent
applications, such as self-driving cars, computer vision, speech recognition, or precision …

Customizing pareto simulated annealing for multi-objective optimization of control cabinet layout

S Pllana, S Memeti, J Kolodziej - 2019 22nd International …, 2019 - ieeexplore.ieee.org
Determining the optimal location of control cabinet components requires the exploration of a
large configuration space. For real-world control cabinets it is impractical to evaluate all …

Programming and Optimization of Big-Data Applications on Heterogeneous Computing Systems

S Memeti - 2018 - diva-portal.org
Furthermore, we propose programming abstractions, a source-to-source compiler, and a run-
time system for heterogeneous stream computing. Given a source code annotated with …

[引用][C] Foreword to the special issue of the 18th IEEE international conference on computational science and engineering (CSE2015)

C Plessl, G Cong, JMP Cardoso - … and Computation: Practice …, 2017 - Wiley Online Library
The Computational Science and Engineering (CSE) area has earned prominence through
advances in electronic and integrated technologies. Advanced computing systems permeate …