83 citations · 85 across the 10 of their papers we have counts for
4 papers · 1 filter
pyhf: pure-Python implementation of HistFactory with tensors and automatic differentiation
Matthew Feickert, Lukas Heinrich, Giordon Stark
The HistFactory p.d.f. template is per-se independent of its implementation in ROOT and it is useful to be able to run statistical analysis outside of the ROOT, RooFit, RooStats fr…
Deep Learning for the Matrix Element Method
Matthew Feickert, Mihir Katare, Mark Neubauer +1
Extracting scientific results from high-energy collider data involves the comparison of data collected from the experiments with synthetic data produced from computationally-intens…
Reinterpretation and Long-Term Preservation of Data and Code
Stephen Bailey, K. S. Cranmer, Matthew Feickert +3
Careful preservation of experimental data, simulations, analysis products, and theoretical work maximizes their long-term scientific return on investment by enabling new analyses a…
Data and Analysis Preservation, Recasting, and Reinterpretation
Stephen Bailey, Christian Bierlich, Andy Buckley +15
We make the case for the systematic, reliable preservation of event-wise data, derived data products, and executable analysis code. This preservation enables the analyses' long-ter…