Machine Learning Techniques for Calorimetry
نویسندگان
چکیده
The Compact Muon Solenoid (CMS) is one of the general purpose detectors at CERN Large Hadron Collider (LHC), where products proton–proton collisions center mass energy up to 13.6 TeV are reconstructed. electromagnetic calorimeter (ECAL) crucial components CMS since it reconstructs energies and positions electrons photons. Even though several Machine Learning (ML) algorithms have been already used for calorimetry, with constant advancement field, more sophisticated techniques become available, which can be beneficial object reconstruction calorimeters. In this paper, we present two novel ML ECAL that based on graph neural networks (GNNs). new approaches show significant improvements compared current in CMS.
منابع مشابه
Machine Learning for NLP: Supervised learning techniques
. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ....
متن کاملMachine Learning for NLP: Unsupervised learning techniques
• So far we have seen supervised learning (of classification): – learning based on a training set where labelling of instances represents the target (categorisation) function – classifier implements an approximation of the target funtion – outcome: a classification decision • Unsupervised learning: – learning based on unannotated instances; – outcome: a grouping of objects (instances and groups...
متن کاملMachine Learning Techniques for Face Analysis
In recent years there has been a growing interest in improving all aspects of the interaction between humans and computers with the clear goal of achieving a natural interaction, similar to the way human–human interaction takes place. The most expressive way humans display emotions is through facial expressions. Humans detect and interpret faces and facial expressions in a scene with little or ...
متن کاملMachine Learning Techniques for Thyroid Cancer Diagnosis
Drawing inspiration from Alexander’s paper on classification of thyroid cancer, we are interested in replicating and possibly improving the predictive results of a learning model for detecting thyroid cancer from gene expression data from thyroid nodules. This data set is the same data used in the paper by Alexander. We will develop our own gene expression classifier by applying different featu...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Instruments
سال: 2022
ISSN: ['2410-390X']
DOI: https://doi.org/10.3390/instruments6040047