Search Results - "Strong, Giles C."

RanBox: anomaly detection in the copula space by Dorigo, Tommaso, Fumanelli, Martina, Maccani, Chiara, Mojsovska, Marija, Strong, Giles C., Scarpa, Bruno

“…A bstract The unsupervised search for overdense regions in high-dimensional feature spaces, where locally high population densities may be associated with…”
Get full text

Calorimetric Measurement of Multi-TeV Muons via Deep Regression by Kieseler, Jan, Strong, Giles C., Chiandotto, Filippo, Dorigo, Tommaso, Layer, Lukas

“…The performance demands of future particle-physics experiments investigating the high-energy frontier pose a number of new challenges, forcing us to find…”
Get full text

Toward the end-to-end optimization of particle physics instruments with differentiable programming by Dorigo, Tommaso, Giammanco, Andrea, Vischia, Pietro, Aehle, Max, Bawaj, Mateusz, Boldyrev, Alexey, de Castro Manzano, Pablo, Derkach, Denis, Donini, Julien, Edelen, Auralee, Fanzago, Federica, Gauger, Nicolas R., Glaser, Christian, Baydin, Atılım G., Heinrich, Lukas, Keidel, Ralf, Kieseler, Jan, Krause, Claudius, Lagrange, Maxime, Lamparth, Max, Layer, Lukas, Maier, Gernot, Nardi, Federico, Pettersen, Helge E.S., Ramos, Alberto, Ratnikov, Fedor, Röhrich, Dieter, de Austri, Roberto Ruiz, del Árbol, Pablo Martínez Ruiz, Savchenko, Oleg, Simpson, Nathan, Strong, Giles C., Taliercio, Angela, Tosi, Mia, Ustyuzhanin, Andrey, Zaraket, Haitham

“…The full optimization of the design and operation of instruments whose functioning relies on the interaction of radiation with matter is a super-human task,…”
Get full text

TomOpt: differential optimisation for task- and constraint-aware design of particle detectors in the context of muon tomography by Strong, Giles C, Lagrange, Maxime, Orio, Aitor, Bordignon, Anna, Bury, Florian, Dorigo, Tommaso, Giammanco, Andrea, Heikal, Mariam, Kieseler, Jan, Lamparth, Max, Martínez Ruíz del Árbol, Pablo, Nardi, Federico, Vischia, Pietro, Zaraket, Haitham

“…Abstract We describe a software package, TomOpt, developed to optimise the geometrical layout and specifications of detectors designed for tomography by…”
Get full text

Advances in Multi-Variate Analysis Methods for New Physics Searches at the Large Hadron Collider by Stakia, Anna, Dorigo, Tommaso, Banelli, Giovanni, Bortoletto, Daniela, Casa, Alessandro, de Castro, Pablo, Delaere, Christophe, Donini, Julien, Finos, Livio, Gallinaro, Michele, Giammanco, Andrea, Held, Alexander, Morales, Fabricio Jiménez, Kotkowski, Grzegorz, Liew, Seng Pei, Maltoni, Fabio, Menardi, Giovanna, Papavergou, Ioanna, Saggio, Alessia, Scarpa, Bruno, Strong, Giles C., Tosciri, Cecilia, Varela, João, Vischia, Pietro, Weiler, Andreas

“…Between the years 2015 and 2019, members of the Horizon 2020-funded Innovative Training Network named “AMVA4NewPhysics” studied the customization and…”
Get full text

Toward Machine Learning Optimization of Experimental Design by Baydin, Atılım Güneş, Cranmer, Kyle, Manzano, Pablo de Castro, Delaere, Christophe, Derkach, Denis, Donini, Julien, Dorigo, Tommaso, Giammanco, Andrea, Kieseler, Jan, Layer, Lukas, Louppe, Gilles, Ratnikov, Fedor, Strong, Giles C., Tosi, Mia, Ustyuzhanin, Andrey, Vischia, Pietro, Yarar, Hevjin

Get full text

Application of Inferno to a Top Pair Cross Section Measurement with CMS Open Data by Layer, Lukas, Dorigo, Tommaso, Strong, Giles C

“…In recent years novel inference techniques have been developed based on the construction of non-linear summary statistics with neural networks by minimising…”
Get full text

Calorimetric Measurement of Multi-TeV Muons via Deep Regression by Kieseler, Jan, Strong, Giles C, Chiandotto, Filippo, Dorigo, Tommaso, Layer, Lukas

“…The performance demands of future particle-physics experiments investigating the high-energy frontier pose a number of new challenges, forcing us to find…”
Get full text

Deep Regression of Muon Energy with a K-Nearest Neighbor Algorithm by Dorigo, T, Guglielmini, Sofia, Kieseler, Jan, Layer, Lukas, Strong, Giles C

“…Within the context of studies for novel measurement solutions for future particle physics experiments, we developed a performant kNN-based regressor to infer…”
Get full text

TomOpt: Differential optimisation for task- and constraint-aware design of particle detectors in the context of muon tomography by Strong, Giles C, Lagrange, Maxime, Orio, Aitor, Bordignon, Anna, Bury, Florian, Dorigo, Tommaso, Giammanco, Andrea, Heikal, Mariam, Kieseler, Jan, Lamparth, Max, del Árbol, Pablo Martínez Ruíz, Nardi, Federico, Vischia, Pietro, Zaraket, Haitham

“…Mach. Learn.: Sci. Technol. 5 035002 (2024) We describe a software package, TomOpt, developed to optimise the geometrical layout and specifications of…”
Get full text

RanBox: Anomaly Detection in the Copula Space by Dorigo, Tommaso, Fumanelli, Martina, Maccani, Chiara, Mojsovska, Marija, Strong, Giles C, Scarpa, Bruno

“…The unsupervised search for overdense regions in high-dimensional feature spaces, where locally high population densities may be associated with anomalous…”
Get full text

Progress in End-to-End Optimization of Detectors for Fundamental Physics with Differentiable Programming by Aehle, Max, Arsini, Lorenzo, Barreiro, R. Belén, Belias, Anastasios, Bury, Florian, Cebrian, Susana, Demin, Alexander, Dickinson, Jennet, Donini, Julien, Dorigo, Tommaso, Doro, Michele, Gauger, Nicolas R, Giammanco, Andrea, Gray, Lindsey, González, Borja S, Kain, Verena, Kieseler, Jan, Kusch, Lisa, Liwicki, Marcus, Maier, Gernot, Nardi, Federico, Ratnikov, Fedor, Roussel, Ryan, de Austri, Roberto Ruiz, Sandin, Fredrik, Schenk, Michael, Scarpa, Bruno, Silva, Pedro, Strong, Giles C, Vischia, Pietro

“…In this article we examine recent developments in the research area concerning the creation of end-to-end models for the complete optimization of measuring…”
Get full text

Advances in Multi-Variate Analysis Methods for New Physics Searches at the Large Hadron Collider by Stakia, Anna, Dorigo, Tommaso, Banelli, Giovanni, Bortoletto, Daniela, Casa, Alessandro, de Castro, Pablo, Delaere, Christophe, Donini, Julien, Finos, Livio, Gallinaro, Michele, Giammanco, Andrea, Held, Alexander, Morales, Fabricio Jiménez, Kotkowski, Grzegorz, Liew, Seng Pei, Maltoni, Fabio, Menardi, Giovanna, Papavergou, Ioanna, Saggio, Alessia, Scarpa, Bruno, Strong, Giles C, Tosciri, Cecilia, Varela, João, Vischia, Pietro, Weiler, Andreas

“…Rev. Phys. 7 (2021) 100063 Between the years 2015 and 2019, members of the Horizon 2020-funded Innovative Training Network named "AMVA4NewPhysics" studied the…”
Get full text

Second Analysis Ecosystem Workshop Report by Aly, Mohamed, Burzynski, Jackson, Cardwell, Bryan, Craik, Daniel C, van Daalen, Tal, Dado, Tomas, Das, Ayanabha, Peris, Antonio Delgado, Doglioni, Caterina, Elmer, Peter, Eren, Engin, Eriksen, Martin B, Eschle, Jonas, Eulisse, Giulio, Fitzpatrick, Conor, Molina, José Flix, Forti, Alessandra, Galewsky, Ben, Gasiorowski, Sean, Goel, Aman, Gouskos, Loukas, Guiraud, Enrico, Gupta, Kanhaiya, Hageboeck, Stephan, Hall, Allison Reinsvold, Heinrich, Lukas, Held, Alexander, Hernández, José M, Villanueva, Michel Hernández, Hrivnac, Julius, Jouvin, Michel, Khoo, Teng Jian, Kreczko, Luke, Krumnack, Nils, Kuhr, Thomas, Kundu, Baidyanath, Lancon, Eric, Lange, Johannes, Laycock, Paul, Lieret, Kilian, Manganelli, Nicholas J, Villa, Pere Mato, Novak, Andrzej, Yzquierdo, Antonio Perez-Calero, Pivarski, Jim, Proffitt, Mason, Rembser, Jonas, Rodrigues, Eduardo, Rybkin, Grigori, Schaarschmidt, Jana, Schreiner, Henry F, Schulz, Markus, Sciabà, Andrea, Sekmen, Sezen, Sexton-Kennedy, Elizabeth, Shadura, Oksana, Simko, Tibor, Simpson, Nathan, Singh, Jaydip, Skidmore, Nicola, Smith, Nicholas, Sokoloff, Michael, Stewart, Graeme A, Strong, Giles C, Unel, Gokhan, Vassilev, Vassil, Waterlaat, Mark, Watts, Gordon, Yazgan, Efe

“…The second workshop on the HEP Analysis Ecosystem took place 23-25 May 2022 at IJCLab in Orsay, to look at progress and continuing challenges in scaling up HEP…”
Get full text

Toward the End-to-End Optimization of Particle Physics Instruments with Differentiable Programming: a White Paper by Dorigo, Tommaso, Giammanco, Andrea, Vischia, Pietro, Aehle, Max, Bawaj, Mateusz, Boldyrev, Alexey, Manzano, Pablo de Castro, Derkach, Denis, Donini, Julien, Edelen, Auralee, Fanzago, Federica, Gauger, Nicolas R, Glaser, Christian, Baydin, Atılım G, Heinrich, Lukas, Keidel, Ralf, Kieseler, Jan, Krause, Claudius, Lagrange, Maxime, Lamparth, Max, Layer, Lukas, Maier, Gernot, Nardi, Federico, Pettersen, Helge E. S, Ramos, Alberto, Ratnikov, Fedor, Röhrich, Dieter, de Austri, Roberto Ruiz, del Árbol, Pablo Martínez Ruiz, Savchenko, Oleg, Simpson, Nathan, Strong, Giles C, Taliercio, Angela, Tosi, Mia, Ustyuzhanin, Andrey, Zaraket, Haitham

“…The full optimization of the design and operation of instruments whose functioning relies on the interaction of radiation with matter is a super-human task,…”
Get full text