We present GollumFit, a framework designed for performing binned-likelihood analyses on neutrino telescope data. GollumFit incorporates model parameters common to any neutrino telescope and also model parameters specific to the IceCube Neutrino Observatory. We provide a high-level overview of its key features and how the code is organized. We then discuss the performance of the fitting in a typical analysis scenario, highlighting the ability to fit over tens of nuisance parameters. We present some examples showing how to use the package for likelihood minimization tasks. This framework uniquely incorporates the particular model parameters necessary for neutrino telescopes, and solves an associated likelihood problem in a time-efficient manner.
GollumFit: An IceCube Open-Source Framework for Binned-Likelihood Neutrino Telescope Analyses
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- Title
- GollumFit: An IceCube Open-Source Framework for Binned-Likelihood Neutrino Telescope Analyses
- Creators
- R. AbbasiM. AckermannJ. AdamsS.K. AgarwallaJ.A. AguilarM. AhlersJ.M. AlameddineN.M. AminK. AndeenC. ArgüellesY. AshidaS. AthanasiadouS.N. AxaniR. BabuX. BaiA.V. BalagopalM. BaricevicS.W. BarwickS. BashV. BasuR. BayJ.J. BeattyJ. Becker TjusP. BehrensJ. BeiseC. BellenghiB. BenkelS. BenZviD. BerleyE. BernardiniD.Z. BessonE. BlaufussL. BloomS. BlotF. BontempoJ.Y. Book MotzkinC. Boscolo MeneguoloS. BöserO. BotnerJ. BöttcherJ. BraunB. BrinsonZ. Brisson-TsavoussisR.T. BurleyD. ButterfieldM.A. CampanaK. CarloniJ. CarpioS. ChattopadhyayN. ChauZ. ChenD. ChirkinB.A. ClarkA. ColemanP. ColemanG.H. CollinA. ConnollyJ.M. ConradR. CorleyD.F. CowenC. De ClercqJ.J. DeLaunayD. DelgadoT. DelmeulleS. DengA. DesaiP. DesiatiK.D. de VriesG. de WasseigeT. DeYoungJ.C. Díaz-VélezA. DiazS. DiKerbyM. DittmerA. DomiL. DraperL. DueserH. DujmovicD. DurnfordK. DuttaM.A. DuVernoisT. EhrhardtL. EidenschinkA. EimerP. EllerE. EllingerD. ElsässerR. EngelH. ErpenbeckW. EsmailJ. EvansP.A. EvensonK.L. FanK. FangK. FarragA.R. FazelyA. FedynitchN. FeiglC. FinleyL. FischerD. FoxA. FranckowiakS. FukamiP. FürstJ. GallagherE. GansterA. GarciaM. GarciaG. GargE. GentonL. GerhardtA. GhadimiC. GlaserT. GlüsenkampJ.G. GonzalezS. GoswamiA. GranadosD. GrantS.J. GrayS. GriffinS. GriswoldK.M. GrothD. GuevelC. GüntherP. GutjahrC. HaC. HaackA. HallgrenL. HalveF. HalzenL. HamacherM. Ha MinhM. HandtK. HansonJ. HardinA.A. HarnischP. HatchA. HaungsJ. HäußlerK. HelbingJ. HellrungL. HennigL. HeuermannR. HewettN. HeyerS. HickfordA. HidvegiC. HillG.C. HillR. HmaidK.D. HoffmanS. HoriK. HoshinaM. HostertW. HouT. HuberK. HultqvistR. HussainK. HymonA. IshiharaW. IwakiriM. JacquartS. JainO. JanikM. JeongM. JinB.J.P. JonesN. KampD. KangX. KangA. KappesL. KardumT. KargM. KarlA. KarleA. KatilM. KauerJ.L. KelleyM. KhanalA. Khatee ZathulA. KheirandishH. KimkuJ. KirylukC. KleinS.R. KleinY. KobayashiA. KochockiR. KoiralaH. KolanoskiT. KontrimasL. KöpkeC. KopperD.J. KoskinenP. KoundalM. KowalskiT. KozynetsN. KriegerJ. KrishnamoorthiT. KrishnanK. KruiswijkE. KrupczakA. KumarE. KunN. KurahashiN. LadC. Lagunas GualdaL. Lallement ArnaudM. LamoureuxM.J. LarsonF. LauberJ.P. LazarK. Leonard DeholtonaA. LeszczyńskaJ. LiaoY.T. LiuM. LiubarskaC. LoveL. LuF. LucarelliW. LuszczakY. LyuJ. MadsenE. MagnusK.B.M. MahnY. MakinoE. ManaoS. MancinaA. MandW. Marie SainteI.C. MarişS. MarkaZ. MarkaL. MartenI. Martinez-SolerR. MaruyamaF. MayhewF. McNallyJ.V. MeadK. MeagherS. MechbalA. MedinaM. MeierY. MerckxL. MertenJ. MitchellL. MolchanyT. MontaruliR.W. MooreY. MoriiR. MorseA. MosbruggerM. MoulaiD. MousadiT. MukherjeeR. NaabM. NakosU. NaumannJ. NeckerL. NesteM. NeumannH. NiederhausenM.U. NisaK. NodaA. NoellA. NovikovA. Obertacke PollmannV. O’DellA. OlivasR. OrsoeJ. OsbornE. O’SullivanV. PalusovaH. PandyaA. ParentiN. ParkV. ParrishE.N. PaudelL. PaulC. Pérez de los HerosT. PerniceJ. PetersonA. PizzutoM. PlumA. PonténV. PoojyamY. PopovychM. Prado RodriguezB. PriesR. Procter-MurphyG.T. PrzybylskiL. PyrasC. RaabJ. Rack-HelleisN. RadM. RavnK. RawlinsZ. RechavA. RehmanI. ReistrofferE. ResconiS. ReuschC.D. RhoW. RhodeB. RiedelA. RifaieE.J. RobertsS. RobertsonM. RongenA. RostedC. RottT. RuheL. RuohanI. SafaJ. SafferD. Salazar-GallegosP. SampathkumarA. SandrockG. Sanger-JohnsonM. SantanderS. SarkarJ. SavelbergP. SavinaP. SchaileM. SchaufelH. SchielerS. SchindlerL. SchlickmannA. SchneiderB. SchlüterF. SchlüterN. SchmeisserT. SchmidtF.G. SchröderL. SchumacherS. SchwirnS. SclafaniD. SeckelL. SeenM. SeikhS. SeunarineP.A. Sevle MyhrR. ShahS. ShefaliN. ShimizuM. SilvaB. SkrzypekR. SnihurJ. SoedingreksoA. SøgaardD. SoldinP. SoldinG. SommaniC. SpannfellnerG.M. SpiczakC. SpieringJ. StachurskaM. StamatikosT. StanevT. StezelbergerT. StürwaldT. StuttardG.W. SullivanI. TaboadaS. Ter-AntonyanA. TerliukA. ThakuriM. ThiesmeyerW.G. ThompsonJ. ThwaitesS. TilavK. TollefsonS. ToscanoD. TosiA. TrettinM.A. Unland ElorrietaA.K. UpadhyayK. UpshawA. VaidyanathanN. Valtonen-MattilaJ. VandenbrouckeT. Van EedenN. van EijndhovenJ. van SantenJ. VaraF. VarsiJ. Veitch-MichaelisM. VenugopalM. VereeckenS. Vergara CarrascoS. VerpoestD. VeskeA. VijaiJ. VillarrealC. WalckN. WandkowskyA. WangE. WarrickC. WeaverP. WeigelA. WeindlA.Y. WenC. WendtJ. WerthebachM. WeyrauchN. WhitehornC.H. WiebuschD.R. WilliamsL. WitthausM. WolfG. WredeX.W. XuJ.P. YanezE. YildizciS. YoshidaR. YoungF. YuS. YuT. YuanA. ZegarelliS. ZhangZ. ZhangP. ZhelninP. ZilbermanM. Zimmerman
- Publication Details
- Computer physics communications, v 326, Forthcoming
- Publisher
- Elsevier
- Number of pages
- 10
- Grant note
- USA -U.S. National Science Foundation-Office of Polar Programs, U.S. National Science Foundation-Physics Division, U.S. National Science Foundation-EPSCoR, U.S. National Science Foundation Office of Advanced Cyberinfrastructure Wisconsin Alumni Research Foundation Center for High Throughput Computing (CHTC) at the University of Wisconsin-Madison Open Science Grid (OSG) Partnership to Advance Throughput Computing (PATh), Advanced Cyberinfrastructure Coordination Ecosystem: Services & Support (ACCESS) Frontera and Ranch computing project at the Texas Advanced Computing Center, U.S. Department of Energy-National Energy Research Scientific Computing Center Particle astrophysics research computing center at the University of Maryland Institute for Cyber-Enabled Research at Michigan State University Astroparticle physics computational facility at Marquette University NVIDIA Corporation Google Cloud Platform Belgium - Funds for Scientific Research (FRS-FNRS and FWO) FWO Odysseus and Big Science programmes Belgian Federal Science Policy Office (Belspo) Germany - Bundesministerium fur Bildung und Forschung (BMBF) Deutsche Forschungsgemeinschaft (DFG) Helmholtz Alliance for Astroparticle Physics (HAP) Initiative and Networking Fund of the Helmholtz Association Deutsches Elektronen Synchrotron (DESY High Performance Computing cluster of the RWTH Aachen Sweden Swedish Research Council Swedish Polar Research Secretariat, Swedish National Infrastructure for Computing (SNIC) Knut and Alice Wallenberg Foundation European Union - EGI Advanced Computing for research Australia - Australian Research Council Canada - Natural Sciences and Engineering Research Council of Canada, Calcul Quebec Compute Ontario, Canada Foundation for Innovation, WestGrid, and Digital Research Alliance of Canada Denmark - Villum Fonden, Carlsberg Foundation European Commission New Zealand - Marsden Fund Japan - Japan Society for Promotion of Science (JSPS Institute for Global Prominent Research (IGPR) of Chiba University Korea -National Research Foundation of Korea (NRF) Switzerland - Swiss National Science Foundation (SNSF)
The IceCube collaboration acknowledges the significant contributions to this manuscript from the University of Texas at Arlington, the Massachusetts Institute of Technology, and Harvard University. The authors gratefully acknowledge the support from the following agencies and institutions: USA-U.S. National Science Foundation-Office of Polar Programs, U.S. National Science Foundation-Physics Division, U.S. National Science Foundation-EPSCoR, U.S. National Science FoundationOffice of Advanced Cyberinfrastructure, Wisconsin Alumni Research Foundation, Center for High Throughput Computing (CHTC) at the University of Wisconsin-Madison, Open Science Grid (OSG), Partnership to Advance Throughput Computing (PATh), Advanced Cyberinfrastructure Coordination Ecosystem: Services & Support (ACCESS), Frontera and Ranch computing project at the Texas Advanced Computing Center, U.S. Department of Energy-National Energy Research Scientific Computing Center, Particle astrophysics research computing center at the University of Maryland, Institute for Cyber-Enabled Research at Michigan State University, Astroparticle physics computational facility at Marquette University, NVIDIA Corporation, and Google Cloud Platform; Belgium - Funds for Scientific Research (FRS-FNRS and FWO), FWO Odysseus and Big Science programmes, and Belgian Federal Science Policy Office (Belspo); Germany - Bundesministerium fur Bildung und Forschung (BMBF), Deutsche Forschungsgemeinschaft (DFG), Helmholtz Alliance for Astroparticle Physics (HAP), Initiative and Networking Fund of the Helmholtz Association, Deutsches Elektronen Synchrotron (DESY), and High Performance Computing cluster of the RWTH Aachen; Sweden Swedish Research Council, Swedish Polar Research Secretariat, Swedish National Infrastructure for Computing (SNIC), and Knut and Alice Wallenberg Foundation; European Union - EGI Advanced Computing for research; Australia - Australian Research Council; Canada - Natural Sciences and Engineering Research Council of Canada, Calcul Quebec, Compute Ontario, Canada Foundation for Innovation, WestGrid, and Digital Research Alliance of Canada; Denmark - Villum Fonden, Carlsberg Foundation, and European Commission; New Zealand - Marsden Fund; Japan - Japan Society for Promotion of Science (JSPS) and Institute for Global Prominent Research (IGPR) of Chiba University; Korea -National Research Foundation of Korea (NRF); Switzerland - Swiss National Science Foundation (SNSF).
- Resource Type
- Journal article
- Language
- English
- Academic Unit
- Physics
- Web of Science ID
- WOS:001780855800001
- Scopus ID
- 2-s2.0-105038979460
- Other Identifier
- 991022179541304721