Methods: Statistical

Journal article Astrophysical Journal Jan 2015

A Machine-learning Method to Infer Fundamental Stellar Parameters from Photometric Light Curves

A. A. Miller, J. S. Bloom, J. W. Richards … +6 moreShow fewer
A. A. Miller, J. S. Bloom, J. W. Richards, Y. S. Lee, D. L. Starr, N. R. Butler, S. Tokarz, N. Smith, J. A. Eisner
DOI
Journal article Monthly Notices of the Royal Astronomical Society Jun 2014

A mid-infrared study of RR Lyrae stars with the Wide-field Infrared Survey Explorer all-sky data release

Tatyana Gavrilchenko, Christopher R. Klein, Joshua S. Bloom, Joseph W. Richards
DOI
Journal article Monthly Notices of the Royal Astronomical Society May 2014

Mid-infrared period-luminosity relations of RR Lyrae stars derived from the AllWISE Data Release.

C. R. Klein, J. W. Richards, N. R. Butler, J. S. Bloom
DOI
Journal article Monthly Notices of the Royal Astronomical Society Oct 2013

Using machine learning for discovery in synoptic survey imaging data

Henrik Brink, Joseph W. Richards, Dovi Poznanski, Joshua S. Bloom, John Rice, Sahand Negahban, Martin Wainwright
DOI
Journal article Astrophysical Journal Supp. Dec 2012

Construction of a Calibrated Probabilistic Classification Catalog: Application to 50k Variable Sources in the All-Sky Automated Survey

Joseph W. Richards, Dan L. Starr, Adam A. Miller, Joshua S. Bloom, Nathaniel R. Butler, Henrik Brink, Arien Crellin-Quick
DOI
Journal article Astrophysical Journal Feb 2012

Rapid, Machine-learned Resource Allocation: Application to High-redshift Gamma-Ray Burst Follow-up

A. N. Morgan, James Long, Joseph W. Richards, Tamara Broderick, Nathaniel R. Butler, Joshua S. Bloom
DOI
Journal article Astrophysical Journal Jan 2012

Active Learning to Overcome Sample Selection Bias: Application to Photometric Variable Star Classification

Joseph W. Richards, Dan L. Starr, Henrik Brink … Joshua S. Bloom … +5 moreShow fewer
Joseph W. Richards, Dan L. Starr, Henrik Brink, Adam A. Miller, Joshua S. Bloom, Nathaniel R. Butler, J. Berian James, James P. Long, John Rice
DOI
Journal article Astrophysical Journal Sep 2011

Mid-infrared Period-luminosity Relations of RR Lyrae Stars Derived from the WISE Preliminary Data Release

Christopher R. Klein, Joseph W. Richards, Nathaniel R. Butler, Joshua S. Bloom
DOI
Journal article Astrophysical Journal May 2011

On Machine-learned Classification of Variable Stars with Sparse and Noisy Time-series Data

Joseph W. Richards, Dan L. Starr, Nathaniel R. Butler … Joshua S. Bloom … +5 moreShow fewer
Joseph W. Richards, Dan L. Starr, Nathaniel R. Butler, Joshua S. Bloom, John M. Brewer, Arien Crellin-Quick, Justin Higgins, Rachel Kennedy, Maxime Rischard
DOI
Journal article Astronomical Journal Mar 2011

Optimal Time-series Selection of Quasars

Nathaniel R. Butler, Joshua S. Bloom
DOI