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Public Kaggle Competition “IceCube - Neutrinos in Deep ice”

IceCube; Eller, Philipp; Abbasi, Rasha; Ackermann, Markus; Adams, Jenni; Agarwalla, Sanjib; Aguilar, Juanan; Ahlers, Markus; Alameddine, Jean-Marco; Amin, Najia Moureen Binte ORCID iD icon; Andeen, Karen; Anton, Gisela; Arguelles, Carlos; Ashida, Yosuke; Athanasiadou, Sofia; Axani, Spencer; Bai, Xinhua; Balagopal V, Aswathi; Baricevic, Moreno; ... mehr

Abstract:

The reconstruction of neutrino events in the IceCube experiment is crucial for many scientific analyses, including searches for cosmic neutrino sources. The Kaggle competition "IceCube - Neutrinos in Deep ice" was a public machine learning challenge designed to encourage the development of innovative solutions to improve the accuracy and efficiency of neutrino event reconstruction. Participants worked with a dataset of simulated neutrino events and were tasked with creating a suitable model to predict the direction vector of incoming neutrinos. From January to April 2023, hundreds of teams competed for a total of $50k prize money, which was awarded to the best performing few out of the many thousand submissions. In this contribution I will present some insights into the organization of this large outreach project, and summarize some of the main findings, results and takeaways.

Zugehörige Institution(en) am KIT Institut für Astroteilchenphysik (IAP)
Publikationstyp Proceedingsbeitrag
Publikationsdatum 25.07.2023
Sprache Englisch
Identifikator ISSN: 1824-8039
KITopen-ID: 1000163437
HGF-Programm 51.13.04 (POF IV, LK 01) Kosmische Strahlung Technologien
Erschienen in 38th International Cosmic Ray Conference (ICRC2023) - Outreach & Education (O&E)
Veranstaltung 38th International Cosmic Ray Conference (ICRC 2023), Nagoya, Japan, 26.07.2023 – 03.08.2023
Verlag Scuola Internazionale Superiore di Studi Avanzati (SISSA)
Seiten Art.-Nr.: 1609
Serie Proceedings of Science ; 444
Nachgewiesen in Dimensions
OpenAlex
Globale Ziele für nachhaltige Entwicklung Ziel 9 – Industrie, Innovation und Infrastruktur

Verlagsausgabe §
DOI: 10.5445/IR/1000163437
Veröffentlicht am 26.10.2023
Originalveröffentlichung
DOI: 10.22323/1.444.1609
Dimensions
Zitationen: 4
Seitenaufrufe: 86
seit 26.10.2023
Downloads: 36
seit 11.11.2023
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