Using machine learning for discovery in synoptic survey imaging data

RAPID, MACHINE-LEARNED RESOURCE ALLOCATION: APPLICATION TO HIGH-REDSHIFT GAMMA-RAY BURST FOLLOW-UP

(2012) A. N. Morgan et al.   ASTROPHYSICAL JOURNAL

OF “COCKTAIL PARTIES” AND EXOPLANETS

(2012) I. P. Waldmann   ASTROPHYSICAL JOURNAL

Automating Discovery and Classification of Transients and Variable Stars in the Synoptic Survey Era

(2012) J. S. Bloom et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

QUASI-STELLAR OBJECT SELECTION ALGORITHM USING TIME VARIABILITY AND MACHINE LEARNING: SELECTION OF 1620 QUASI-STELLAR OBJECT CANDIDATES FROM MACHO LARGE MAGELLANIC CLOUD DATABASE

(2011) Dae-Won Kim et al.   ASTROPHYSICAL JOURNAL

ACTIVE LEARNING TO OVERCOME SAMPLE SELECTION BIAS: APPLICATION TO PHOTOMETRIC VARIABLE STAR CLASSIFICATION

(2011) Joseph W. Richards et al.   ASTROPHYSICAL JOURNAL

ON MACHINE-LEARNED CLASSIFICATION OF VARIABLE STARS WITH SPARSE AND NOISY TIME-SERIES DATA

(2011) Joseph W. Richards et al.   ASTROPHYSICAL JOURNAL

Semi-supervised learning for photometric supernova classification★

(2011) Joseph W. Richards et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

A Gaussian process framework for modelling instrumental systematics: application to transmission spectroscopy

(2011) N. P. Gibson et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Random forest automated supervised classification of Hipparcos periodic variable stars

(2011) P. Dubath et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

RANDOM FORESTS FOR PHOTOMETRIC REDSHIFTS

(2010) Samuel Carliles et al.   ASTROPHYSICAL JOURNAL

DATA MINING AND MACHINE LEARNING IN ASTRONOMY

(2010) NICHOLAS M. BALL et al.   INTERNATIONAL JOURNAL OF MODERN PHYSICS D

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Exploring the Optical Transient Sky with the Palomar Transient Factory

(2009) Arne Rau et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

The Palomar Transient Factory: System Overview, Performance, and First Results

(2009) Nicholas M. Law et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS