Data Analysis, Statistics and Probability

Authors and titles for recent submissions

• Fri, 21 Jun 2024
• Wed, 19 Jun 2024
• Tue, 18 Jun 2024
• Mon, 17 Jun 2024
• Fri, 14 Jun 2024

See today's new changes

Fri, 21 Jun 2024 (showing 10 of 10 entries )

[1] arXiv:2406.13638 [pdf, html, other]

Title: XENONnT WIMP Search: Signal & Background Modeling and Statistical Inference

XENON Collaboration: E. Aprile, J. Aalbers, K. Abe, S. Ahmed Maouloud, L. Althueser, B. Andrieu, E. Angelino, D. Antón Martin, F. Arneodo, L. Baudis, M. Bazyk, L. Bellagamba, R. Biondi, A. Bismark, K. Boese, A. Brown, G. Bruno, R. Budnik, J. M. R. Cardoso, A. P. Cimental Chávez, A. P. Colijn, J. Conrad, J. J. Cuenca-García, V. D'Andrea, L. C. Daniel Garcia, M. P. Decowski, C. Di Donato, P. Di Gangi, S. Diglio, K. Eitel, A. Elykov, A. D. Ferella, C. Ferrari, H. Fischer, T. Flehmke, M. Flierman, W. Fulgione, C. Fuselli, P. Gaemers, R. Gaior, M. Galloway, F. Gao, S. Ghosh, R. Giacomobono, R. Glade-Beucke, L. Grandi, J. Grigat, H. Guan, M. Guida, P. Gyoergy, R. Hammann, A. Higuera, C. Hils, L. Hoetzsch, N. F. Hood, M. Iacovacci, Y. Itow, J. Jakob, F. Joerg, Y. Kaminaga, M. Kara, P. Kavrigin, S. Kazama, M. Kobayashi, A. Kopec, F. Kuger, H. Landsman, R. F. Lang, L. Levinson, I. Li, S. Li, S. Liang, Y.-T. Lin, S. Lindemann, M. Lindner, K. Liu, J. Loizeau, F. Lombardi, J. Long, J. A. M. Lopes, T. Luce, Y. Ma, C. Macolino, J. Mahlstedt, A. Mancuso, L. Manenti, F. Marignetti, T. Marrodán Undagoitia, K. Martens, J. Masbou, E. Masson, S. Mastroianni, A. Melchiorre, M. Messina, A. Michael, K. Miuchi, A. Molinario, S. Moriyama, K. Morå

Comments: 20 pages, 10 figures

Subjects: Data Analysis, Statistics and Probability (physics.data-an); Instrumentation and Methods for Astrophysics (astro-ph.IM); High Energy Physics - Experiment (hep-ex); Instrumentation and Detectors (physics.ins-det)

[2] arXiv:2406.14327 (cross-list from cond-mat.stat-mech) [pdf, html, other]

Title: Application of Haldane's statistical correlation theory in classical systems

Projesh Kumar Roy

Subjects: Statistical Mechanics (cond-mat.stat-mech); Mathematical Physics (math-ph); Data Analysis, Statistics and Probability (physics.data-an); Quantum Physics (quant-ph)

[3] arXiv:2406.14245 (cross-list from cs.CR) [pdf, html, other]

Title: On countering adversarial perturbations in graphs using error correcting codes

Saif Eddin Jabari

Subjects: Cryptography and Security (cs.CR); Data Analysis, Statistics and Probability (physics.data-an)

[4] arXiv:2406.14200 (cross-list from cond-mat.dis-nn) [pdf, html, other]

Title: Gaussian approximation of dynamic cavity equations for linearly-coupled stochastic dynamics

Mattia Tarabolo, Luca Dall'Asta

Comments: 44 pages, 5 figures (including supplemental material)

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Data Analysis, Statistics and Probability (physics.data-an)

[5] arXiv:2406.14044 (cross-list from physics.atm-clus) [pdf, html, other]

Title: Encoder-Decoder Neural Networks in Interpretation of X-ray Spectra

Jalmari Passilahti, Anton Vladyka, Johannes Niskanen

Subjects: Atomic and Molecular Clusters (physics.atm-clus); Machine Learning (cs.LG); Data Analysis, Statistics and Probability (physics.data-an)

[6] arXiv:2406.13661 (cross-list from cs.LG) [pdf, html, other]

Title: Hitchhiker's guide on Energy-Based Models: a comprehensive review on the relation with other generative models, sampling and statistical physics

Davide Carbone (1 and 2) ((1) Dipartimento di Scienze Matematiche, Politecnico di Torino, Torino, Italy, (2) INFN, Sezione di Torino, Torino, Italy)

Subjects: Machine Learning (cs.LG); Mathematical Physics (math-ph); Applied Physics (physics.app-ph); Data Analysis, Statistics and Probability (physics.data-an)

[7] arXiv:2406.12901 (cross-list from physics.ins-det) [pdf, html, other]

Title: Interpretable machine learning approach for electron antineutrino selection in a large liquid scintillator detector

A. Gavrikov, V. Cerrone, A. Serafini, R. Brugnera, A. Garfagnini, M. Grassi, B. Jelmini, L. Lastrucci, S. Aiello, G. Andronico, V. Antonelli, A. Barresi, D. Basilico, M. Beretta, A. Bergnoli, M. Borghesi, A. Brigatti, R. Bruno, A. Budano, B. Caccianiga, A. Cammi, R. Caruso, D. Chiesa, C. Clementi, S. Dusini, A. Fabbri, G. Felici, F. Ferraro, M. G. Giammarchi, N. Giugice, R. M. Guizzetti, N. Guardone, C. Landini, I. Lippi, S. Loffredo, L. Loi, P. Lombardi, C. Lombardo, F. Mantovani, S. M. Mari, A. Martini, L. Miramonti, M. Montuschi, M. Nastasi, D. Orestano, F. Ortica, A. Paoloni, E. Percalli, F. Petrucci, E. Previtali, G. Ranucci, A. C. Re, M. Redchuck, B. Ricci, A. Romani, P. Saggese, G. Sava, C. Sirignano, M. Sisti, L. Stanco, E. Stanescu Farilla, V. Strati, M. D. C. Torri, A. Triossi, C. Tuvé, C. Venettacci, G. Verde, L. Votano

Subjects: Instrumentation and Detectors (physics.ins-det); Machine Learning (cs.LG); High Energy Physics - Experiment (hep-ex); Data Analysis, Statistics and Probability (physics.data-an)

[8] arXiv:2406.12898 (cross-list from physics.ins-det) [pdf, html, other]

Title: A Comprehensive Evaluation of Generative Models in Calorimeter Shower Simulation

Farzana Yasmin Ahmad, Vanamala Venkataswamy, Geoffrey Fox

Subjects: Instrumentation and Detectors (physics.ins-det); Artificial Intelligence (cs.AI); High Energy Physics - Experiment (hep-ex); Data Analysis, Statistics and Probability (physics.data-an)

[9] arXiv:2406.12879 (cross-list from physics.ins-det) [pdf, html, other]

Title: Bayesian Approach to Particles Identification in the MPD Experimen

V.A. Babkin, V.M. Baryshnikov, M.G. Buryakov, A.S. Burdyko, S.G. Buzin, A.V. Dmitriev, V.I. Dronik, P.O. Dulov, A.A. Fedyunin, V.M. Golovatyuk, E.Yu. Kidanova, S.P. Lobastov, A.D. Pyatigor, M.M. Rumyantsev, K.A. Vokhmyanina

Subjects: Instrumentation and Detectors (physics.ins-det); High Energy Physics - Experiment (hep-ex); Data Analysis, Statistics and Probability (physics.data-an)

[10] arXiv:2406.12869 (cross-list from physics.ins-det) [pdf, other]

Title: Graph Neural Network-Based Pipeline for Track Finding in the Velo at LHCb

Anthony Correia, Fotis Giasemis, Nabil Garroum, Vladimir Vava Gligorov, Bertrand Granado

Comments: CTD2023 Workshop

Subjects: Instrumentation and Detectors (physics.ins-det); High Energy Physics - Experiment (hep-ex); Data Analysis, Statistics and Probability (physics.data-an)

Wed, 19 Jun 2024 (showing 2 of 2 entries )

[11] arXiv:2406.12520 (cross-list from cond-mat.soft) [pdf, html, other]

Title: On the analysis of two-time correlation functions: equilibrium vs non-equilibrium systems

Anastasia Ragulskaya, Vladimir Starostin, Fajun Zhang, Christian Gutt, Frank Schreiber

Subjects: Soft Condensed Matter (cond-mat.soft); Data Analysis, Statistics and Probability (physics.data-an)

[12] arXiv:2406.11879 (cross-list from physics.ao-ph) [pdf, html, other]

Title: Experimental verification of the optimal fingerprint method for detecting climate change

Jinbo Hu, Hong Yuan, Letian Chen, Nan Zhao, C.P. Sun

Subjects: Atmospheric and Oceanic Physics (physics.ao-ph); Data Analysis, Statistics and Probability (physics.data-an)

Tue, 18 Jun 2024 (showing 5 of 5 entries )

[13] arXiv:2406.11396 [pdf, html, other]

Title: Uncertainties in ROC (Receiver Operating Characteristic) Curves Derived from Counting Data

M. P. Fewell

Comments: 10 pages, 5 figures

Subjects: Data Analysis, Statistics and Probability (physics.data-an)

[14] arXiv:2406.11754 (cross-list from physics.geo-ph) [pdf, html, other]

Title: DustNet: skillful neural network predictions of Saharan dust

Trish E. Nowak, Andy T. Augousti, Benno I. Simmons, Stefan Siegert

Comments: 34 pages, 9 figures, uses 2D CNN

Subjects: Geophysics (physics.geo-ph); Artificial Intelligence (cs.AI); Atmospheric and Oceanic Physics (physics.ao-ph); Data Analysis, Statistics and Probability (physics.data-an)

[15] arXiv:2406.10771 (cross-list from astro-ph.EP) [pdf, html, other]

Title: Predicting Exoplanetary Features with a Residual Model for Uniform and Gaussian Distributions

Andrew Sweet

Comments: 19 pages, 7 figures, Conference proceedings for ECML PKDD 2023

Subjects: Earth and Planetary Astrophysics (astro-ph.EP); Instrumentation and Methods for Astrophysics (astro-ph.IM); Machine Learning (cs.LG); Data Analysis, Statistics and Probability (physics.data-an)

[16] arXiv:2406.10619 (cross-list from physics.optics) [pdf, other]

Title: Transient Measurement of Near-field Thermal Radiation between Macroscopic Objects

Sen Zhang, Yongdi Dang, Xinran Li, Yuxuan Li, Yi Jin, Pankaj K Choudhury, Jianbing Xu, Yungui Ma

Subjects: Optics (physics.optics); Data Analysis, Statistics and Probability (physics.data-an)

[17] arXiv:2406.10372 (cross-list from astro-ph.IM) [pdf, html, other]

Title: Insights into Dark Matter Direct Detection Experiments: Decision Trees versus Deep Learning

Daniel E. Lopez-Fogliani, Andres D. Perez, Roberto Ruiz de Austri

Comments: 26 pages, 7 figures, 2 tables

Subjects: Instrumentation and Methods for Astrophysics (astro-ph.IM); High Energy Astrophysical Phenomena (astro-ph.HE); High Energy Physics - Experiment (hep-ex); High Energy Physics - Phenomenology (hep-ph); Data Analysis, Statistics and Probability (physics.data-an)

Mon, 17 Jun 2024 (showing 3 of 3 entries )

[18] arXiv:2406.10184 (cross-list from q-bio.NC) [pdf, html, other]

Title: Hyperbolic embedding of brain networks as a tool for epileptic seizures forecasting

Martin Guillemaud, Louis Cousyn, Vincent Navarro, Mario Chavez

Subjects: Neurons and Cognition (q-bio.NC); Data Analysis, Statistics and Probability (physics.data-an)

[19] arXiv:2406.10031 (cross-list from cs.LG) [pdf, html, other]

Title: Intepretative Deep Learning using Domain Adaptation for Fluorescence Spectroscopy

Umberto Michelucci, Francesca Venturini

Subjects: Machine Learning (cs.LG); Artificial Intelligence (cs.AI); Data Analysis, Statistics and Probability (physics.data-an); Optics (physics.optics)

[20] arXiv:2406.09541 (cross-list from physics.chem-ph) [pdf, html, other]

Title: Heron: Visualizing and Controlling Chemical Reaction Explorations and Networks

Charlotte H. Müller, Miguel Steiner, Jan P. Unsleber, Thomas Weymuth, Moritz Bensberg, Katja-Sophia Csizi, Maximilian Mörchen, Paul L. Türtscher, Markus Reiher

Comments: 36 pages, 14 figures

Subjects: Chemical Physics (physics.chem-ph); Computational Physics (physics.comp-ph); Data Analysis, Statistics and Probability (physics.data-an)

Fri, 14 Jun 2024 (showing 3 of 3 entries )

[21] arXiv:2406.09195 (cross-list from stat.ME) [pdf, html, other]

Title: When Pearson $\chi^2$ and other divisible statistics are not goodness-of-fit tests

Sara Algeri, Estate V. Khmaladze

Subjects: Methodology (stat.ME); Statistics Theory (math.ST); Data Analysis, Statistics and Probability (physics.data-an); Computation (stat.CO)

[22] arXiv:2406.09191 (cross-list from hep-ex) [pdf, html, other]

Title: Comprehensive Machine Learning Model Comparison for Cherenkov and Scintillation Light Separation due to Particle Interactions

Emrah Tiras, Merve Tas, Dilara Kizilkaya, Muhammet Anil Yagiz, Mustafa Kandemir

Subjects: High Energy Physics - Experiment (hep-ex); Computational Physics (physics.comp-ph); Data Analysis, Statistics and Probability (physics.data-an); Instrumentation and Detectors (physics.ins-det)

[23] arXiv:2406.08694 (cross-list from physics.ao-ph) [pdf, html, other]

Title: On the archetypal `flavours', indices and teleconnections of ENSO revealed by global sea surface temperatures

Didier P. Monselesan, James S. Risbey, Benoit Legresy, Sophie Cravatte, Bastien Pagli, Takeshi Izumo, Christopher C. Chapman, Mandy Freund, Abdelwaheb Hannachi, Damien Irving, P. Jyoteeshkumar Reddy, Doug Richardson, Dougal T. Squire, Carly R. Tozer

Comments: 59 pages, 16 figures and supplementary materials with 41 pages and 23 figurs

Subjects: Atmospheric and Oceanic Physics (physics.ao-ph); Data Analysis, Statistics and Probability (physics.data-an)