Model selection for pion photoproduction
Abstract
Partial-wave analysis of meson and photon-induced reactions is needed to enable the comparison of many theoretical approaches to data. In both energy-dependent and independent parametrizations of partial waves, the selection of the model amplitude is crucial. Principles of the S matrix are implemented to a different degree in different approaches; but a many times overlooked aspect concerns the selection of undetermined coefficients and functional forms for fitting, leading to a minimal yet sufficient parametrization. We present an analysis of low-energy neutral pion photoproduction using the least absolute shrinkage and selection operator (LASSO) in combination with criteria from information theory and K-fold cross validation. These methods are not yet widely known in the analysis of excited hadrons but will become relevant in the era of precision spectroscopy. As a result, the principle is first illustrated with synthetic data; then, its feasibility for real data is demonstrated by analyzing the latest available measurements of differential cross sections (dσ/dΩ), photon-beam asymmetries (Σ), and target asymmetry differential cross sections (dσT/d≡Tdσ/dΩ) in the low-energy regime.
- Authors:
-
- The George Washington Univ., Washington, D.C. (United States)
- The George Washington Univ., Washington, D.C. (United States); Thomas Jefferson National Accelerator Facility (TJNAF), Newport News, VA (United States)
- Univ. Nacional Autonoma de Mexico, Ciudad de Mexico (Mexico)
- Publication Date:
- Research Org.:
- Thomas Jefferson National Accelerator Facility (TJNAF), Newport News, VA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Nuclear Physics (NP)
- OSTI Identifier:
- 1342390
- Alternate Identifier(s):
- OSTI ID: 1339185
- Report Number(s):
- JLAB-THY-16-2364; DOE/OR/23177-3972; arXiv:1610.07547
Journal ID: ISSN 2469-9985; PRVCAN; TRN: US1701000
- Grant/Contract Number:
- 1415459; AC05-06OR23177; SC0016582; 251817; IA101717
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Physical Review C
- Additional Journal Information:
- Journal Volume: 95; Journal Issue: 1; Journal ID: ISSN 2469-9985
- Publisher:
- APS
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 72 PHYSICS OF ELEMENTARY PARTICLES AND FIELDS
Citation Formats
Landay, J., Doring, M., Fernandez-Ramirez, C., Hu, B., and Molina, R. Model selection for pion photoproduction. United States: N. p., 2017.
Web. doi:10.1103/PhysRevC.95.015203.
Landay, J., Doring, M., Fernandez-Ramirez, C., Hu, B., & Molina, R. Model selection for pion photoproduction. United States. https://doi.org/10.1103/PhysRevC.95.015203
Landay, J., Doring, M., Fernandez-Ramirez, C., Hu, B., and Molina, R. Thu .
"Model selection for pion photoproduction". United States. https://doi.org/10.1103/PhysRevC.95.015203. https://www.osti.gov/servlets/purl/1342390.
@article{osti_1342390,
title = {Model selection for pion photoproduction},
author = {Landay, J. and Doring, M. and Fernandez-Ramirez, C. and Hu, B. and Molina, R.},
abstractNote = {Partial-wave analysis of meson and photon-induced reactions is needed to enable the comparison of many theoretical approaches to data. In both energy-dependent and independent parametrizations of partial waves, the selection of the model amplitude is crucial. Principles of the S matrix are implemented to a different degree in different approaches; but a many times overlooked aspect concerns the selection of undetermined coefficients and functional forms for fitting, leading to a minimal yet sufficient parametrization. We present an analysis of low-energy neutral pion photoproduction using the least absolute shrinkage and selection operator (LASSO) in combination with criteria from information theory and K-fold cross validation. These methods are not yet widely known in the analysis of excited hadrons but will become relevant in the era of precision spectroscopy. As a result, the principle is first illustrated with synthetic data; then, its feasibility for real data is demonstrated by analyzing the latest available measurements of differential cross sections (dσ/dΩ), photon-beam asymmetries (Σ), and target asymmetry differential cross sections (dσT/d≡Tdσ/dΩ) in the low-energy regime.},
doi = {10.1103/PhysRevC.95.015203},
journal = {Physical Review C},
number = 1,
volume = 95,
place = {United States},
year = {Thu Jan 12 00:00:00 EST 2017},
month = {Thu Jan 12 00:00:00 EST 2017}
}
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