Machine learning accelerated likelihood-free event reconstruction in dark matter direct detection

U. Simola, B. Pelssers, D. Barge, J. Conrad, J. Corander

Research output: Contribution to journalArticleScientificpeer-review

Original languageEnglish
Article number03004
JournalJournal of Instrumentation
Volume14
Number of pages28
ISSN1748-0221
DOIs
Publication statusPublished - 6 Mar 2019
MoE publication typeA1 Journal article-refereed

Fields of Science

  • Analysis and statistical methods
  • Dark Matter detectors (WIMPs, axions, etc.)
  • Simulation methods and programs
  • Time projection Chambers (TPC)
  • APPROXIMATE BAYESIAN COMPUTATION
  • SEQUENTIAL MONTE-CARLO
  • PARAMETER
  • EVOLUTION
  • INFERENCE
  • 111 Mathematics

Cite this

@article{728d97509c79425cb36e9514e1005261,
title = "Machine learning accelerated likelihood-free event reconstruction in dark matter direct detection",
keywords = "Analysis and statistical methods, Dark Matter detectors (WIMPs, axions, etc.), Simulation methods and programs, Time projection Chambers (TPC), APPROXIMATE BAYESIAN COMPUTATION, SEQUENTIAL MONTE-CARLO, PARAMETER, EVOLUTION, INFERENCE, 111 Mathematics",
author = "U. Simola and B. Pelssers and D. Barge and J. Conrad and J. Corander",
year = "2019",
month = "3",
day = "6",
doi = "10.1088/1748-0221/14/03/P03004",
language = "English",
volume = "14",
journal = "Journal of Instrumentation",
issn = "1748-0221",
publisher = "IOP Publishing",

}

Machine learning accelerated likelihood-free event reconstruction in dark matter direct detection. / Simola, U.; Pelssers, B.; Barge, D.; Conrad, J.; Corander, J.

In: Journal of Instrumentation, Vol. 14, 03004, 06.03.2019.

Research output: Contribution to journalArticleScientificpeer-review

TY - JOUR

T1 - Machine learning accelerated likelihood-free event reconstruction in dark matter direct detection

AU - Simola, U.

AU - Pelssers, B.

AU - Barge, D.

AU - Conrad, J.

AU - Corander, J.

PY - 2019/3/6

Y1 - 2019/3/6

KW - Analysis and statistical methods

KW - Dark Matter detectors (WIMPs, axions, etc.)

KW - Simulation methods and programs

KW - Time projection Chambers (TPC)

KW - APPROXIMATE BAYESIAN COMPUTATION

KW - SEQUENTIAL MONTE-CARLO

KW - PARAMETER

KW - EVOLUTION

KW - INFERENCE

KW - 111 Mathematics

U2 - 10.1088/1748-0221/14/03/P03004

DO - 10.1088/1748-0221/14/03/P03004

M3 - Article

VL - 14

JO - Journal of Instrumentation

JF - Journal of Instrumentation

SN - 1748-0221

M1 - 03004

ER -