High-performance computing (HPC) is a field of computing that utilizes enhanced hardware
capabilities to accelerate and improve the accuracy of complex computing. The successful …

It is a common lament within the High Performance Computing (HPC) community that
programmer productivity is not keeping pace with improvements in processor performance …

Automated performance modeling and performance prediction of parallel programs are
highly valuable in many use cases, such as in guiding task management and job …

Evaluation of High Performance Computing (HPC) systems should take into account
software development time productivity in addition to hardware performance, cost, and other …

Performance diagnosing for HPC applications can be extremely difficult due to their
complicated performance behaviors. One hand, developers used to identify the potential …

We propose a simulation-based approach for performance modeling of parallel applications
on high-performance computing platforms. Our approach enables full-system performance …

High-performance computing provides computing power for a variety of scientific disciplines,
supporting advancements by offering insights beyond metacognition. Maximizing computing …

Developing software for exascale systems will become even more challenging than for
today's systems. Methods for evaluating the performance of applications and identifying …

We explore a modeling approach for scientific application performance on high-performance
computer architectures using machine learning techniques. Multiple linear regression …

The demand for computational power is rising rapidly in science and engineering and is
now expanding into areas from the social sciences and humanities. This is met with the use …