10-14 December 2018
Auditorium Santa Cecilia , Perugia, Italy
Europe/Zurich timezone
2008 - 2018

Teaching PROFESSOR New Math

13 Dec 2018, 16:00
20m
Auditorium Santa Cecilia , Perugia, Italy

Auditorium Santa Cecilia , Perugia, Italy

Via Fratti, 2 - 06123 Perugia Italy
WG2

Speaker

Holger Schulz (Fermilab)

Description

We present a range of improvements to the model parameter tuning program Professor. A severe limitation of the so far applied polynomial surrogates, namely the capture of $\frac{1}{x}$ behaviour of functional forms, is overcome
by a new algorithm that calculates multivariate rational approximations thus allowing for more truthful approximations and wider applicability of the method.
We also revisit the topic of tuning uncertainties and present a statistically
robust method to produce representative tuning-errors. Finally, we present our solutions to address the challenges faced when deploying the tool-chain on HPC resources.

Primary authors

Andy Buckley (University of Glasgow (GB)) Dr Sven Leyffer (Argonne National Laboratory) Dr Juliane Müller (Lawrence Berkeley National Laboratory) Holger Schulz (Fermilab)

Presentation Materials