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Open AccessJournal ArticleDOI

Deep Learning for real-time gravitational wave detection and parameter estimation: Results with Advanced LIGO data

TLDR
In this paper, an extension of Deep Filtering using real data from LIGO was presented for both detection and parameter estimation of gravitational waves from binary black hole mergers using continuous data streams from multiple LigO detectors.
About
This article is published in Physics Letters B.The article was published on 2018-03-10 and is currently open access. It has received 254 citations till now. The article focuses on the topics: LIGO & Gravitational wave.

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Citations
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Journal Article

The Observation of Gravitational Waves from a Binary Black Hole Merger

TL;DR: The first direct detection of gravitational waves and the first observation of a binary black hole merger were reported in this paper, with a false alarm rate estimated to be less than 1 event per 203,000 years, equivalent to a significance greater than 5.1σ.
Journal ArticleDOI

An overview of deep learning in medical imaging focusing on MRI

TL;DR: In this article, the authors provide a short overview of recent advances and some associated challenges in machine learning applied to medical image processing and image analysis, and provide a starting point for people interested in experimenting and perhaps contributing to the field of machine learning for medical imaging.
Journal ArticleDOI

Time Series Forecasting of COVID-19 transmission in Canada Using LSTM Networks.

TL;DR: The Long short-term memory (LSTM) networks, a deep learning approach to forecast the future COVID-19 cases are presented, which predicted the possible ending point of this outbreak will be around June 2020 and compared transmission rates of Canada with Italy and USA.
Journal ArticleDOI

An overview of deep learning in medical imaging focusing on MRI

TL;DR: This paper indicates how deep learning has been applied to the entire MRI processing chain, from acquisition to image retrieval, from segmentation to disease prediction, and provides a starting point for people interested in experimenting and contributing to the field of deep learning for medical imaging.
Journal ArticleDOI

A new era in the search for dark matter

TL;DR: It is argued that diversifying the experimental effort and incorporating astronomical surveys and gravitational-wave observations is the best hope of making progress on the dark-matter problem.
References
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Journal ArticleDOI

Deep learning

TL;DR: Deep learning is making major advances in solving problems that have resisted the best attempts of the artificial intelligence community for many years, and will have many more successes in the near future because it requires very little engineering by hand and can easily take advantage of increases in the amount of available computation and data.
Journal ArticleDOI

Gradient-based learning applied to document recognition

TL;DR: In this article, a graph transformer network (GTN) is proposed for handwritten character recognition, which can be used to synthesize a complex decision surface that can classify high-dimensional patterns, such as handwritten characters.
Book

Deep Learning

TL;DR: Deep learning as mentioned in this paper is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts, and it is used in many applications such as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames.
Journal ArticleDOI

Deep learning in neural networks

TL;DR: This historical survey compactly summarizes relevant work, much of it from the previous millennium, review deep supervised learning, unsupervised learning, reinforcement learning & evolutionary computation, and indirect search for short programs encoding deep and large networks.
Journal ArticleDOI

Observation of Gravitational Waves from a Binary Black Hole Merger

B. P. Abbott, +1011 more
TL;DR: This is the first direct detection of gravitational waves and the first observation of a binary black hole merger, and these observations demonstrate the existence of binary stellar-mass black hole systems.
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Observation of Gravitational Waves from a Binary Black Hole Merger

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GW170817: observation of gravitational waves from a binary neutron star inspiral

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Advanced Virgo: a second-generation interferometric gravitational wave detector

Fausto Acernese, +233 more

GWTC-1: A Gravitational-Wave Transient Catalog of Compact Binary Mergers Observed by LIGO and Virgo during the First and Second Observing Runs

B. P. Abbott, +1148 more
- 04 Sep 2019 -