2025PASP..137i4001D


Query : 2025PASP..137i4001D

2025PASP..137i4001D - Publ. Astron. Soc. Pac., 137, part no 9, 4001 (2025/September-0)

STag. II. Classification of Serendipitous Supernovae Observed by Galaxy Redshift Surveys.

DAVISON W., PARKINSON D., BENZVI S., PALMESE A., AGUILAR J., AHLEN S., BROOKS D., CLAYBAUGH T., DE LA MACORRA A., DEY A., DOEL P., GAZTANAGA E., GONTCHO A GONTCHO S., HOWLETT C., JUNEAU S., KISNER T., KREMIN A., LAMBERT A., LANDRIAU M., LE GUILLOU L., MEISNER A., MIQUEL R., MOUSTAKAS J., MYERS A.D., POPPETT C., PRADA F., REZAIE M., ROSSI G., SANCHEZ E., SCHLAFLY E.F., SCHUBNELL M., SPRAYBERRY D., TARLE G., WEAVER B.A. and ZOU H.

Abstract (from CDS):

With the number of supernovae observed expected to drastically increase thanks to large-scale surveys like the Dark Energy Spectroscopic Instrument (DESI), it is necessary that the tools we use to classify these objects keep up with this increase. We previously created Supernova Tagging and Classification (STag) to address this problem by employing machine learning techniques alongside logistic regression in order to assign “tags” to spectra based on spectral features. STag II is a continuation of this work, which now makes use of model supernova spectra combined with real DESI spectra in order to train STag to better deal with realistic data. We also make use of the rlap score as a trustworthiness cut, making for a more robust and accurate supernova classifier than before.

Abstract Copyright: © 2025. The Astronomical Society of the Pacific. All rights, including for text and data mining, AI training, and similar technologies, are reserved.

Journal keyword(s): Supernovae - Astrostatistics techniques - Classification

Simbad objects: 26

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Number of rows : 26
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026
#notes
1 SN 2021acgl SN* 00 20 26.685 +29 26 57.57           ~ 1 0
2 SN 2000cx SN* 01 24 46.150 +09 30 30.89           SNIap 227 1
3 SN 2021aexj SN* 01 24 54.635 +09 12 32.00           ~ 1 0
4 SN 2007gr SN* 02 43 27.98 +37 20 44.7       12.77   SNIc 265 1
5 SN 2009bw SN* 03 56 06.92 +72 55 40.9           SNII 70 1
6 SN 2009kr SN* 05 12 03.30 -15 41 52.2           SNII 93 1
7 SN 2009B SN* 08 30 51.47 +74 41 08.1           SNIIP 8 1
8 SN 2008D SN* 09 09 30.625 +33 08 20.16     17.5     SNIb 458 1
9 SN 2012aw SN* 10 43 53.735 +11 40 17.63       15   SNIIP 252 1
10 SN 2013am SN* 11 18 56.95 +13 03 49.4           SNII 52 1
11 SN 2008ax SN* 12 30 40.80 +41 38 16.1   23.6 23.5 14.1 22.6 SNIIb 295 1
12 SN 1994I SN* 13 29 54.072 +47 11 30.50     12.9     SNIc 645 1
13 M 101 GiP 14 03 12.583 +54 20 55.50   8.46 7.86 7.76   ~ 3138 2
14 SN 2023ixf SN* 14 03 38.562 +54 18 41.94           SNII 209 0
15 SN 2021ihf SN* 14 32 14.661 +01 20 14.29           ~ 1 0
16 iPTF 13bvn SN* 15 00 00.152 +01 52 53.17           SNIb 211 0
17 SN 2021tdl SN* 16 42 01.550 +26 21 52.81           ~ 1 0
18 SN 2013by SN* 16 59 02.43 -60 11 41.8           SNII 83 1
19 SN 2021sxf SN* 17 10 10.767 +57 17 43.63           ~ 1 0
20 SN 2021ses SN* 17 22 41.617 +63 11 10.79           ~ 1 0
21 SN 2021qtc SN* 17 41 58.317 +47 06 16.19           ~ 1 0
22 SN 2008fq SN* 20 25 06.19 -24 48 27.6           SNII 47 1
23 SN 2021zfs SN* 21 32 29.830 +05 20 46.72           ~ 2 0
24 SN 2009ip s*b 22 23 08.26 -28 56 52.4           LBV 406 0
25 SN 2007ru SN* 23 07 23.19 +43 35 34.1     17.5     SNIc-BL 62 1
26 SN 2013fs SN* 23 19 44.70 +10 11 05.0           SNIIP 159 1

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