Real-time regression analysis with deep convolutional neural networks

We discuss the development of novel deep learning algorithms to enable real-time regression analysis for time series data. We showcase the application of this new method with a timely case study, and then discuss the applicability of this approach to tackle similar challenges across science domains.

cs.LG astro-ph.IM cs.AI stat.ML Computer Science Physics Mathematics

View graph Source

Paper

References (33)

01Reducing the number of templates for aligned-spin compact binary coalescence gravitational wave searches using metric-agnostic template nudgingN. Indik, H. Fehrmann, Franz Harke et al.2017 · Physical Review D · 7 citations

02Denoising Gravitational Waves with Enhanced Deep Recurrent Denoising Auto-encodersHongyu Shen, D. George, E. Huerta et al.2017 · IEEE International Conference on Acoustics, Speech, and Signal Processing · 70 citations In Library

03Deep Learning for Real-time Gravitational Wave Detection and Parameter Estimation with Advanced LIGO DataD. George, E. A. Huerta2017 · arXiv.org · 340 citations In Library

04Deep Neural Networks as Gaussian ProcessesJaehoon Lee, Yasaman Bahri, Roman Novak et al.2017 · International Conference on Learning Representations · 1.3k citations In Library

05Effective Image Differencing with ConvNets for Real-time Transient HuntingN. Sedaghat, A. Mahabal2017 · arXiv.org · 36 citations In Library

06BOSS-LDG: A Novel Computational Framework That Brings Together Blue Waters, Open Science Grid, Shifter and the LIGO Data Grid to Accelerate Gravitational Wave DiscoveryE. Huerta, R. Haas, E. Hernandez et al.2017 · IEEE International Conference on e-Science · 11 citations

07Glitch Classification and Clustering for LIGO with Deep Transfer LearningD. George, Hongyu Shen, E. Huerta2017 · arXiv.org · 94 citations In Library

08Deep multi-view models for glitch classificationS. Bahaadini, N. Rohani, S. Coughlin et al.2017 · IEEE International Conference on Acoustics, Speech, and Signal Processing · 46 citations In Library

09Deep Neural Networks to Enable Real-time Multimessenger AstrophysicsD. George, E. A. Huerta2016 · arXiv.org · 221 citations In Library

10Gravity Spy: integrating advanced LIGO detector characterization, machine learning, and citizen scienceM. Zevin, S. Coughlin, S. Bahaadini et al.2016 · Classical and quantum gravity · 315 citations In Library

11Very deep convolutional neural networks for raw waveformsWei Dai, Chia Dai, Shuhui Qu et al.2016 · IEEE International Conference on Acoustics, Speech, and Signal Processing · 393 citations In Library

12Transient Classification in LIGO data using Difference Boosting Neural NetworkN. Mukund, S. Abraham, S. Kandhasamy et al.2016 · 56 citations In Library

Scroll for more · 21 remaining

Similar papers

A Deep Learning Approach to Analyzing Continuous-Time SystemsCory Shain, William Schuler2022 · arXiv.org · 4 citations In Library

Real-Time Video Analytics Using Deep Learning AlgorithmsDr. Ethan Williams, Riyas Mohamed Aslan2024 · International Journal of Artificial Intelligence & Digital Transformation In Library

Deep Learning Techniques for Real-Time Video Processing and AnalysisDr. Ethan Williams, Dr. Alice Johnson2024 · American Journal of Artificial Intelligence and Neural Networks In Library

Deep Learning for Time-Series AnalysisJ. Gamboa2017 · arXiv.org · 476 citations In Library

Retracted: Enabling Autonomous Deep Learning Strategies for Real-Time Data Analysis in Machine LearningGirija Shankar Sahoo, Ramesh Sekaran, G. Renuka et al.2023 In Library

Deep Learning Approaches for Real-Time Image ProcessingAnanya Iyer2020 · American Journal of Signal and Image Processing In Library

Investigating Novel Machine Learning Approaches to Enhance Real-Time Data AnalysisLeena Deshpande, Ankita Agarwal, V Haripriya et al.2024 In Library

Deep Learning for Real-Time Surveillance and Anomaly DetectionDr. Jingwei Zhao2024 · American Journal of Machine Learning In Library

Real-Time Big Data Analysis Using Deep LearningMrs. Anjali Dandekar, Mr Sairaj Mhatre2026 · myresearchgo In Library

Investigating Neural Network-Based Deep Learning Strategies for Real-Time Data Analysis in Machine LearningSuchita Walke, Mounika Nalluri, R Lavanya et al.2023 In Library

Source of record

arXiv

44B

Welcome.

This panel sticks with you. Pick anything below and it opens right beside it, so you can dig through 60,000-plus records without ever losing your spot here.

Travel 44B

LibraryPapers, policy, standards, statute LabsEvery organization building AI ModelsIntelligence, price, and speed BenchmarksThe evaluation catalog IncidentsAI failures and harms SearchOne field across everything DashboardThe state of AI accountability in NY 44B RegistryThe Art. 44-B compliance portal