Statistical modelling is a key element for High-Energy Physics (HEP) analysis. Currently, most of this modelling is performed with the ROOT/RooFit toolkit which is written in C++ and provides Python bindings which are only loosely integrated into the scientific Python ecosystem. We present zfit, a new alternative to RooFit, written in pure Python. Built on top of TensorFlow (a modern, high level computing library for massive computations), zfit provides a high level interface for advanced model building and fitting. It is also designed to be extendable in a very simple way, allowing the usage of cutting-edge developments from the scientific Python ecosystem in a transparent way. In this talk, the main features of zfit are introduced, and it...
The HistFactory p.d.f. template [CERN-OPEN-2012-016] is per-se independent of its implementation in ...
Public release of binned fits and upgrade to Python 3.10 and TensorFlow 2.9. While binned fits are n...
HEPfit is a flexible open-source tool which, given the Standard Model or any of its extensions, allo...
Statistical modeling is a key element in many scientific fields and especially in High-Energy Physic...
Statistical modeling and fitting is a key element in most HEP analyses. This task is usually perform...
zfit is a model fitting library completely implemented in Python and based on the Deep Learning fram...
zfit is a scalable, pythonic model fitting library that aims at implementing likelihood fits in HEP....
In experimental high energy physics, the common HistFactory p.d.f. template and fitting tools have o...
Model manipulation and fitting library based on TensorFlow and optimised for simple and direct manip...
RooFit is a toolkit for statistical modelling and fitting, and together with RooStats it is used for...
Statistical analysis of High Energy Physics (HEP) data relies on quantifying the compatibility of ob...
pyhf is a pure-Python implementation of the HistFactory statistical model for multi-bin histogram-ba...
In high energy physics (HEP) a core component of analysis of data collected at the Large Hadron Coll...
RooFit and RooStats, the toolkits for statistical modelling in ROOT, are used in most searches and m...
The `HistFactory` p.d.f. template [[CERN-OPEN-2012-016](https://cds.cern.ch/record/1456844)] is per-...
The HistFactory p.d.f. template [CERN-OPEN-2012-016] is per-se independent of its implementation in ...
Public release of binned fits and upgrade to Python 3.10 and TensorFlow 2.9. While binned fits are n...
HEPfit is a flexible open-source tool which, given the Standard Model or any of its extensions, allo...
Statistical modeling is a key element in many scientific fields and especially in High-Energy Physic...
Statistical modeling and fitting is a key element in most HEP analyses. This task is usually perform...
zfit is a model fitting library completely implemented in Python and based on the Deep Learning fram...
zfit is a scalable, pythonic model fitting library that aims at implementing likelihood fits in HEP....
In experimental high energy physics, the common HistFactory p.d.f. template and fitting tools have o...
Model manipulation and fitting library based on TensorFlow and optimised for simple and direct manip...
RooFit is a toolkit for statistical modelling and fitting, and together with RooStats it is used for...
Statistical analysis of High Energy Physics (HEP) data relies on quantifying the compatibility of ob...
pyhf is a pure-Python implementation of the HistFactory statistical model for multi-bin histogram-ba...
In high energy physics (HEP) a core component of analysis of data collected at the Large Hadron Coll...
RooFit and RooStats, the toolkits for statistical modelling in ROOT, are used in most searches and m...
The `HistFactory` p.d.f. template [[CERN-OPEN-2012-016](https://cds.cern.ch/record/1456844)] is per-...
The HistFactory p.d.f. template [CERN-OPEN-2012-016] is per-se independent of its implementation in ...
Public release of binned fits and upgrade to Python 3.10 and TensorFlow 2.9. While binned fits are n...
HEPfit is a flexible open-source tool which, given the Standard Model or any of its extensions, allo...