activity
20162024
most citedGravity Spy: Integrating Advanced LIGO Detector Characterization, Machine Learning, and Citizen Science

335 citations · 502 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SE2024★ 3 cited

Project Archetypes: A Blessing and a Curse for AI Development

Mateusz Dolata, Kevin Crowston, Gerhard Schwabe

Software projects rely on what we call project archetypes, i.e., pre-existing mental images of how projects work. They guide distribution of responsibilities, planning, or expectat…

gr-qc2023★ 28 cited

Gravity Spy: Lessons Learned and a Path Forward

Michael Zevin, Corey B. Jackson, Zoheyr Doctor +23

The Gravity Spy project aims to uncover the origins of glitches, transient bursts of noise that hamper analysis of gravitational-wave data. By using both the work of citizen-scienc…

gr-qc2022★ 58 cited

Data quality up to the third observing run of Advanced LIGO: Gravity Spy glitch classifications

J. Glanzer, S. Banagiri, S. B. Coughlin +10

Understanding the noise in gravitational-wave detectors is central to detecting and interpreting gravitational-wave signals. Glitches are transient, non-Gaussian noise features tha…

cs.CY2021

Imagine All the People: Citizen Science, Artificial Intelligence, and Computational Research

Lea A. Shanley, Lucy Fortson, Tanya Berger-Wolf +2

Machine learning, artificial intelligence, and deep learning have advanced significantly over the past decade. Nonetheless, humans possess unique abilities such as creativity, intu…

gr-qc2021★ 78 cited

Discovering features in gravitational-wave data through detector characterization, citizen science and machine learning

S Soni, C P L Berry, S B Coughlin +18

The observation of gravitational waves is hindered by the presence of transient noise (glitches). We study data from the third observing run of the Advanced LIGO detectors, and ide…

gr-qc2016★ 335 cited

Gravity Spy: Integrating Advanced LIGO Detector Characterization, Machine Learning, and Citizen Science

Michael Zevin, Scott Coughlin, Sara Bahaadini +15

(abridged for arXiv) With the first direct detection of gravitational waves, the Advanced Laser Interferometer Gravitational-wave Observatory (LIGO) has initiated a new field of as…