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Home/Authors/Dennis Alves Pedersen

Dennis Alves Pedersen

1 indexed paper

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26

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Paulo Henrique Leme Ramalho1×
Fábio Andrijauskas1×

Research Timeline

2026
How far does a random forest generalize from a 54-run LAMMPS+SPICA benchmark?

This paper investigates the use of a Random Forest surrogate model to predict molecular dynamics workload performance and recommend optimal hybrid MPI+OpenMP configurations without exhaustive benchmarking.

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Papers

cs.DCEmpiricalRecentJun 26, 2026

How far does a random forest generalize from a 54-run LAMMPS+SPICA benchmark?

Dennis Alves Pedersen, Paulo Henrique Leme Ramalho, Fábio Andrijauskas

This paper investigates the use of a Random Forest surrogate model to predict molecular dynamics workload performance and recommend optimal hybrid MPI+OpenMP configurations without exhaustive benchmar…

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