Time Series Forecasting With Deep Learning: A Survey

28 April 2020

Papers citing "Time Series Forecasting With Deep Learning: A Survey"

32 / 282 papers shown

Title
Trading with the Momentum Transformer: An Intelligent and Interpretable Architecture Kieran Wood Sven Giegerich Stephen J. Roberts S. Zohren AI4TS AIFin 13 21 0 16 Dec 2021
Collective variable discovery in the age of machine learning: reality, hype and everything in between S. Bhakat AI4CE 34 25 0 06 Dec 2021
Online Advertising Revenue Forecasting: An Interpretable Deep Learning Approach Maximilian Würfel Qiwei Han Maximilian Kaiser AI4TS 17 8 0 16 Nov 2021
Generative Adversarial Network for Probabilistic Forecast of Random Dynamical System K. Yeo Zan Li Wesley M. Gifford SyDa GAN AI4TS AI4CE 19 4 0 04 Nov 2021
MixSeq: Connecting Macroscopic Time Series Forecasting with Microscopic Time Series Data Zhibo Zhu Ziqi Liu Ge Jin Zhiqiang Zhang Lei Chen Jun Zhou Jianyong Zhou AI4TS 23 15 0 27 Oct 2021
PIETS: Parallelised Irregularity Encoders for Forecasting with Heterogeneous Time-Series Futoon M. Abushaqra Hao Xue Yongli Ren Flora D. Salim AI4TS 30 3 0 30 Sep 2021
Long-Range Transformers for Dynamic Spatiotemporal Forecasting J. E. Grigsby Zhe Wang Nam Nguyen Yanjun Qi AI4TS 63 87 0 24 Sep 2021
Vehicle Behavior Prediction and Generalization Using Imbalanced Learning Techniques Theodor Westny Erik Frisk Björn Olofsson AI4TS AI4CE 27 12 0 22 Sep 2021
CAMul: Calibrated and Accurate Multi-view Time-Series Forecasting Harshavardhan Kamarthi Lingkai Kong Alexander Rodríguez Chao Zhang B. Prakash AI4TS 40 17 0 15 Sep 2021
AutoML Meets Time Series Regression Design and Analysis of the AutoSeries Challenge Zhen Xu Wei-Wei Tu Isabelle M Guyon AI4TS 15 7 0 28 Jul 2021
Vision-Guided Forecasting -- Visual Context for Multi-Horizon Time Series Forecasting Eitan Kosman Dotan Di Castro AI4TS 17 1 0 27 Jul 2021
Comparing Prophet and Deep Learning to ARIMA in Forecasting Wholesale Food Prices L. Menculini A. Marini Massimiliano Proietti A. Garinei Alessio Bozza Cecilia Moretti M. Marconi 14 50 0 23 Jul 2021
Single Model for Influenza Forecasting of Multiple Countries by Multi-task Learning Taichi Murayama Shoko Wakamiya Eiji Aramaki AI4TS 6 0 0 05 Jul 2021
Prescient teleoperation of humanoid robots Luigi Penco Jean-Baptiste Mouret S. Ivaldi 14 0 0 02 Jul 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 8 338 0 17 Jun 2021
Deep Learning Statistical Arbitrage Jorge Guijarro-Ordonez Markus Pelger Greg Zanotti 23 21 0 08 Jun 2021
Statistical embedding: Beyond principal components D. Tjøstheim Martin Jullum Anders Løland 18 2 0 03 Jun 2021
Learning and Generalization in RNNs A. Panigrahi Navin Goyal 11 3 0 31 May 2021
Slow Momentum with Fast Reversion: A Trading Strategy Using Deep Learning and Changepoint Detection Kieran Wood Stephen J. Roberts S. Zohren 11 21 0 28 May 2021
Long Short-term Memory RNN Christian Bakke Vennerød Adrian Kjærran Erling Stray Bugge AI4TS 22 24 0 14 May 2021
Boosted Embeddings for Time Series Forecasting Sankeerth Rao Karingula Nandini Ramanan Rasool Tahsambi Mehrnaz Amjadi Deokwoo Jung Ricky Si Charanraj Thimmisetty Luisa Polania Cabrera Marjorie Sayer C. Coelho AI4TS 19 15 0 10 Apr 2021
Creativity and Machine Learning: A Survey Giorgio Franceschelli Mirco Musolesi VLM AI4CE 29 40 0 06 Apr 2021
DEALIO: Data-Efficient Adversarial Learning for Imitation from Observation F. Torabi Garrett A. Warnell Yufei Xu 13 27 0 31 Mar 2021
Deep Learning for Market by Order Data Zihao Zhang Bryan Lim S. Zohren 31 23 0 17 Feb 2021
Causal Inference for Time series Analysis: Problems, Methods and Evaluation Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 77 103 0 11 Feb 2021
Challenges and approaches to time-series forecasting in data center telemetry: A Survey Shruti Jadon Jan Kanty Milczek Ajit Patnakar AI4TS 17 9 0 11 Jan 2021
Manifold-based time series forecasting Nikita Puchkin A. Timofeev V. Spokoiny AI4TS 11 0 0 15 Dec 2020
Bridging Physics-based and Data-driven modeling for Learning Dynamical Systems Rui Wang Danielle C. Maddix Christos Faloutsos Bernie Wang Rose Yu OOD AI4CE 19 50 0 20 Nov 2020
Structural Forecasting for Tropical Cyclone Intensity Prediction: Providing Insight with Deep Learning Trey McNeely Niccolò Dalmasso Kimberly M. Wood Ann B. Lee 6 1 0 07 Oct 2020
The role of exchangeability in causal inference O. Saarela D. Stephens E. Moodie 29 5 0 02 Jun 2020
A Bayesian - Deep Learning model for estimating Covid-19 evolution in Spain S. Cabras 11 25 0 20 May 2020
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey Konstantinos Benidis Syama Sundar Rangapuram Valentin Flunkert Bernie Wang Danielle C. Maddix ... David Salinas Lorenzo Stella François-Xavier Aubet Laurent Callot Tim Januschowski AI4TS 25 176 0 21 Apr 2020