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Found 7 papers, 1 papers with code
Boosting the Efficiency of Parametric Detection with Hierarchical Neural Networks
Various approaches have been proposed for improving the efficiency of the detection scheme, with hierarchical matched filtering being an important strategy.
Detecting and Diagnosing Terrestrial Gravitational-Wave Mimics Through Feature Learning
As engineered systems grow in complexity, there is an increasing need for automatic methods that can detect, diagnose, and even correct transient anomalies that inevitably arise and can be difficult or impossible to diagnose and fix manually.
Architectural Optimization and Feature Learning for High-Dimensional Time Series Datasets
As our ability to sense increases, we are experiencing a transition from data-poor problems, in which the central issue is a lack of relevant data, to data-rich problems, in which the central issue is to identify a few relevant features in a sea of observations.
Generalized Approach to Matched Filtering using Neural Networks
Moreover, we show that the proposed neural network architecture can outperform matched filtering, both with or without knowledge of a prior on the parameter distribution.
Outflow Bubbles from Compact Binary Mergers Embedded in Active Galactic Nuclei: Cavity Formation and the Impact on Electromagnetic Counterparts
We propose a novel scenario for possible electromagnetic (EM) emission by compact binary mergers in the accretion disks of active galactic nuclei (AGNs).
High Energy Astrophysical Phenomena
How to search for multiple messengers -- a general framework beyond two messengers
Quantification of the significance of a candidate multi-messenger detection of cosmic events is an emerging need in the astrophysics and astronomy communities.
High Energy Astrophysical Phenomena Instrumentation and Methods for Astrophysics
Optimal Gravitational-wave Follow-up Tiling Strategies Using a Genetic Algorithm
The identification of electromagnetic emission from gravitational-wave sources typically requires multiple follow-up observations due to the limited fields-of-view of follow-up observatories compared to the poorly localized direction of gravitational waves.
Instrumentation and Methods for Astrophysics High Energy Astrophysical Phenomena
