Stratified learning: A general‐purpose statistical method for improved learning under covariate shift

PELICAN: deeP architecturE for the LIght Curve ANalysis

(2019) J. Pasquet Itam et al.   ASTRONOMY & ASTROPHYSICS

Models and Simulations for the Photometric LSST Astronomical Time Series Classification Challenge (PLAsTiCC)

(2019) R. Kessler et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

STACCATO: a novel solution to supernova photometric classification with biased training sets

(2017) E. A. Revsbech et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

The performance of inverse probability of treatment weighting and full matching on the propensity score in the presence of model misspecification when estimating the effect of treatment on survival outcomes

(2015) Peter C Austin et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Moving towards best practice when using inverse probability of treatment weighting (IPTW) using the propensity score to estimate causal treatment effects in observational studies

(2015) Peter C. Austin et al.   STATISTICS IN MEDICINE

Nearest neighbor density ratio estimation for large-scale applications in astronomy

(2015) J. Kremer et al.   Astronomy and Computing

Improving Propensity Score Estimators' Robustness to Model Misspecification Using Super Learner

(2014) Romain Pirracchio et al.   AMERICAN JOURNAL OF EPIDEMIOLOGY

PHOTOMETRIC REDSHIFT PROBABILITY DISTRIBUTIONS FOR GALAXIES IN THE SDSS DR8

(2012) Erin S. Sheldon et al.   ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES

Semi-supervised learning for photometric supernova classification★

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

An Introduction to Propensity Score Methods for Reducing the Effects of Confounding in Observational Studies

(2011) Peter C. Austin   MULTIVARIATE BEHAVIORAL RESEARCH

A unifying view on dataset shift in classification

(2011) Jose G. Moreno-Torres et al.   PATTERN RECOGNITION

Domain Adaptation via Transfer Component Analysis

(2010) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Results from the Supernova Photometric Classification Challenge

(2010) Richard Kessler et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

A Survey on Transfer Learning

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

Estimating the redshift distribution of photometric galaxy samples

(2008) Marcos Lima et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY