Deep recurrent neural networks for supernovae classification
We apply deep recurrent neural networks, which are capable of learning complex sequential information, to classify supernovae (code available at https://github.com/adammoss/supernovae). The observational time and filter fluxes are used as inputs to the network, but since the inputs are agnostic, add...
| Main Authors: | Charnock, Tom, Moss, Adam |
|---|---|
| Format: | Article |
| Published: |
American Astronomical Society
2017
|
| Subjects: | |
| Online Access: | https://eprints.nottingham.ac.uk/42324/ |
Similar Items
Multi-epoch very long baseline interferometric observations of the nuclear starburst region of NGC 253: Improved modelling of the supernova and star-formation rates
by: Rampadarath, Hayden, et al.
Published: (2014)
by: Rampadarath, Hayden, et al.
Published: (2014)
Ultra-bright Optical Transients are Linked with Type Ic Supernovae
by: Pastorello, A., et al.
Published: (2010)
by: Pastorello, A., et al.
Published: (2010)
First VLBI Detection of the Radio Remnant of Supernova 1987A: Evidence for Small-Scale Features
by: Ng, C, et al.
Published: (2012)
by: Ng, C, et al.
Published: (2012)
Hoinga: A supernova remnant discovered in the SRG/eROSITA All-Sky Survey eRASS1
by: Becker, W., et al.
Published: (2021)
by: Becker, W., et al.
Published: (2021)
A search for supernova-like optical counterparts to ASKAP-localised fast radio bursts
by: Marnoch, L., et al.
Published: (2020)
by: Marnoch, L., et al.
Published: (2020)
Dense Gas Towards the RX J1713.7–3946 Supernova Remnant
by: Maxted, N., et al.
Published: (2013)
by: Maxted, N., et al.
Published: (2013)
A possible radio supernova in the outer part of NGC 3310
by: Argo, Megan, et al.
Published: (2004)
by: Argo, Megan, et al.
Published: (2004)
CANDELS multi-wavelength catalogs: source identification and photometry in the CANDELS Extended Groth Strip
by: Stefanon, Mauro, et al.
Published: (2017)
by: Stefanon, Mauro, et al.
Published: (2017)
Robust photometric redshift determinations of gamma-ray burst afterglows at z greater than or similar to 2
by: Curran, Peter, et al.
Published: (2008)
by: Curran, Peter, et al.
Published: (2008)
SN 2010ay is a luminous and broad-lined type Ic supernova within a low-metallicity host galaxy
by: Sanders, N., et al.
Published: (2012)
by: Sanders, N., et al.
Published: (2012)
An expanded HST/WFC3 survey of M83: Project overview and targeted supernova remnant search
by: Blair, W., et al.
Published: (2014)
by: Blair, W., et al.
Published: (2014)
G64.5+0.9: a new shell supernova remnant with unusual central emission
by: Hurley-Walker, Natasha, et al.
Published: (2009)
by: Hurley-Walker, Natasha, et al.
Published: (2009)
The Completeness and Reliability of Threshold and False-discovery Rate Source Extraction Algorithms for Compact Continuum Sources
by: Huynh, M., et al.
Published: (2012)
by: Huynh, M., et al.
Published: (2012)
Discovery of the nearby long, soft GRB100316D with an associated supernova
by: Starling, R., et al.
Published: (2011)
by: Starling, R., et al.
Published: (2011)
PSF modelling for very wide-field CCD astronomy
by: Piotrowski, L., et al.
Published: (2013)
by: Piotrowski, L., et al.
Published: (2013)
3 to 12 millimetre studies of dense gas towards the western rim of supernova remnant RX J1713.7-3946
by: Maxted, N., et al.
Published: (2012)
by: Maxted, N., et al.
Published: (2012)
Performing a stellar autopsy using the radio-bright remnant of SN 1996cr
by: Meunier, C., et al.
Published: (2013)
by: Meunier, C., et al.
Published: (2013)
Searching for pulsars using image pattern recognition
by: Zhu, W., et al.
Published: (2014)
by: Zhu, W., et al.
Published: (2014)
Monitoring of the Prompt Radio Emission from the Unusual Supernova SN 2004dj in NGC 2403
by: Beswick, R, et al.
Published: (2005)
by: Beswick, R, et al.
Published: (2005)
Subhaloes gone Notts: subhaloes as tracers of the dark matter halo shape
by: Hoffmann, Kai, et al.
Published: (2014)
by: Hoffmann, Kai, et al.
Published: (2014)
An automated archival Very Large Array transients survey
by: Bell, M., et al.
Published: (2011)
by: Bell, M., et al.
Published: (2011)
Wide-field Global VLBI and MERLIN combined monitoring of supernova remnants in M82
by: Fenech, D., et al.
Published: (2010)
by: Fenech, D., et al.
Published: (2010)
On Cas A, Cassini, comets, and King Charles
by: Soria, Roberto, et al.
Published: (2013)
by: Soria, Roberto, et al.
Published: (2013)
A 7mm line survey of the shocked and disrupted molecular gas towards the W28 field TeV gamma-ray sources
by: Nicholas, B., et al.
Published: (2012)
by: Nicholas, B., et al.
Published: (2012)
Discovery, progenitor and early evolution of a stripped envelope supernova iPTF13bvn
by: Cao, Y., et al.
Published: (2013)
by: Cao, Y., et al.
Published: (2013)
Discovery of an unusual new radio source in the star-forming galaxy M82: faint supernova, supermassive black hole or an extragalactic microquasar?
by: Muxlow, T., et al.
Published: (2010)
by: Muxlow, T., et al.
Published: (2010)
The VLBA Fast Radio Transient Experiment: Progress and Early Results
by: Wayth, Randall, et al.
Published: (2012)
by: Wayth, Randall, et al.
Published: (2012)
Neural network edge detection and skin lesions image segmentation methods: analysis and evaluation
by: Rajab, Maher I.
Published: (2003)
by: Rajab, Maher I.
Published: (2003)
CANDELS multi-wavelength catalogs: source identification and photometry in the CANDELS COSMOS survey field
by: Nayyeri, H., et al.
Published: (2017)
by: Nayyeri, H., et al.
Published: (2017)
Late-time Observations of GRB 080319B: Jet Break, Host Galaxy, and Accompanying Supernova
by: Tanvir, N., et al.
Published: (2010)
by: Tanvir, N., et al.
Published: (2010)
The Parkes Pulsar Timing Array Project
by: Manchester, R., et al.
Published: (2013)
by: Manchester, R., et al.
Published: (2013)
VLBI imaging throughout the primary beam using accurate UV shifting
by: Morgan, John, et al.
Published: (2011)
by: Morgan, John, et al.
Published: (2011)
Deep 20-GHz survey of the Chandra Deep Field South and SDSS Stripe 82: source catalogue and spectral properties
by: Franzen, Thomas, et al.
Published: (2014)
by: Franzen, Thomas, et al.
Published: (2014)
Deep neural networks for spam classification
by: Kasmani, Mohamed Khizer
Published: (2013)
by: Kasmani, Mohamed Khizer
Published: (2013)
MegaMorph - multiwavelength measurement of galaxy structure: physically meaningful bulge-disc decomposition of galaxies near and far
by: Vika, Marina, et al.
Published: (2014)
by: Vika, Marina, et al.
Published: (2014)
A deep Chandra ACIS survey of M83
by: Long, K., et al.
Published: (2014)
by: Long, K., et al.
Published: (2014)
Galaxy Zoo: morphological classifications for 120 000 galaxies in HST legacy imaging
by: Willett, Kyle W., et al.
Published: (2017)
by: Willett, Kyle W., et al.
Published: (2017)
Planck 2015 results. VI. LFI mapmaking
by: Ade, P.A.R., et al.
Published: (2016)
by: Ade, P.A.R., et al.
Published: (2016)
The Impact of Frequency Standards on Coherence in VLBI at the Highest Frequencies
by: Rioja, Maria, et al.
Published: (2012)
by: Rioja, Maria, et al.
Published: (2012)
Classification of herbs plant diseases via hierarchical dynamic artificial neural network
by: Abdullah, Lili Nurliyana, et al.
Published: (2010)
by: Abdullah, Lili Nurliyana, et al.
Published: (2010)
Similar Items
-
Multi-epoch very long baseline interferometric observations of the nuclear starburst region of NGC 253: Improved modelling of the supernova and star-formation rates
by: Rampadarath, Hayden, et al.
Published: (2014) -
Ultra-bright Optical Transients are Linked with Type Ic Supernovae
by: Pastorello, A., et al.
Published: (2010) -
First VLBI Detection of the Radio Remnant of Supernova 1987A: Evidence for Small-Scale Features
by: Ng, C, et al.
Published: (2012) -
Hoinga: A supernova remnant discovered in the SRG/eROSITA All-Sky Survey eRASS1
by: Becker, W., et al.
Published: (2021) -
A search for supernova-like optical counterparts to ASKAP-localised fast radio bursts
by: Marnoch, L., et al.
Published: (2020)