Singular Spectrum Analysis of Exoplanetary Transits
The Astronomical JournalTransit photometry is currently the most efficient and sensitive method for detecting extrasolar planets (exoplanets) and a large majority of confirmed exoplanets have been detected with this method.
Hossein Fatheddin, Sedighe Sajadian
doaj +1 more source
GRB Progenitor Classification from Gamma-Ray Burst Prompt and Afterglow Observations
The Astrophysical JournalUsing an established classification technique, we leverage standard observations and analyses to predict the progenitors of gamma-ray bursts (GRBs). This technique, utilizing support vector machine statistics, provides a more nuanced prediction than the ...
P. Nuessle, J. L. Racusin, N. E. White
doaj +1 more source
Estimating Galaxy Parameters with Self-organizing Maps and the Effect of Missing Data
The Astronomical JournalThe current and upcoming large data volume galaxy surveys require the use of machine-learning techniques to maximize their scientific return. This study explores the use of Self-Organizing Maps (SOMs) to estimate galaxy parameters with a focus on ...
Valentina La Torre +6 more
doaj +1 more source
Deep Learning Improves Photometric Redshifts in All Regions of Color Space
The Astrophysical JournalPhotometric redshifts (photo- z ’s) are crucial for the cosmology, galaxy evolution, and transient science drivers of next-generation imaging facilities like the Euclid Mission, the Vera C.
Emma R. Moran +3 more
doaj +1 more source
Galaxy and Mass Assembly (GAMA): Stellar-to-dynamical Mass Relation. II. Peculiar Velocities
The Astrophysical JournalEmpirical correlations connecting starlight to galaxy dynamics (e.g., the fundamental plane (FP) of elliptical/quiescent (Q) galaxies and the Tully–Fisher relation of spiral/star-forming (SF) galaxies) provide cosmology-independent distance estimation ...
M. Burak Dogruel +9 more
doaj +1 more source
Inference for the physical sciences. [PDF]
Philos Trans A Math Phys Eng Sci, 2013 Jones NS, Maccarone TJ.
europepmc +1 more source
Data-space Validation of High-dimensional Models by Comparing Sample Quantiles
The Astrophysical Journal Supplement SeriesWe present a simple method for assessing the predictive performance of high-dimensional models directly in data space when only samples are available.
Stephen Thorp +5 more
doaj +1 more source
Straight to the Source: Detecting Aggregate Objects in Astronomical Images with Proper Error Control. [PDF]
J Am Stat Assoc, 2013 Friedenberg DA, Genovese CR.
europepmc +1 more source
The Astrophysical Journal Supplement SeriesThe Gaia DR3 has provided a large sample of more than 6.6 million quasar candidates with high completeness but low purity. Previous work on the CatNorth quasar candidate catalog has shown that including external multiband data and applying machine ...
Yuming Fu +14 more
doaj +1 more source
PLANETARY CANDIDATES OBSERVED BY Kepler. VIII. A FULLY AUTOMATED CATALOG WITH MEASURED COMPLETENESS AND RELIABILITY BASED ON DATA RELEASE 25. [PDF]
Astrophys J Suppl Ser, 2018 Thompson SE +61 more
europepmc +1 more source