Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting

19 December 2019

Tomas Pfister

Papers citing "Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting"

50 / 389 papers shown

Title
Invariant Structure Learning for Better Generalization and Causal Explainability Yunhao Ge Sercan Ö. Arik Jinsung Yoon Ao Xu Laurent Itti Tomas Pfister OOD CML 26 2 0 13 Jun 2022
Interpretable Mixture of Experts Aya Abdelsalam Ismail Sercan Ö. Arik Jinsung Yoon Ankur Taly S. Feizi Tomas Pfister MoE 20 10 0 05 Jun 2022
Why Did This Model Forecast This Future? Closed-Form Temporal Saliency Towards Causal Explanations of Probabilistic Forecasts Chirag Raman Hayley Hung Marco Loog 16 3 0 01 Jun 2022
VQ-AR: Vector Quantized Autoregressive Probabilistic Time Series Forecasting Kashif Rasul Young-Jin Park Max Nihlén Ramström KyungHyun Kim BDL AI4TS 13 3 0 31 May 2022
Analytics of Business Time Series Using Machine Learning and Bayesian Inference B. Pavlyshenko BDL AI4TS 27 2 0 25 May 2022
UMSNet: An Universal Multi-sensor Network for Human Activity Recognition Jialiang Wang Hao Wei Yi Wang Shujia Yang Chi Li HAI 25 1 0 24 May 2022
Forecasting of Non-Stationary Sales Time Series Using Deep Learning B. Pavlyshenko AI4TS 18 4 0 23 May 2022
Interpretable Feature Engineering for Time Series Predictors using Attention Networks Tian Wang Jie Chen J. Vaughan V. Nair AI4TS 21 0 0 23 May 2022
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees Jonathan Brophy Daniel Lowd 26 10 0 23 May 2022
Forecasting COVID-19 Caseloads Using Unsupervised Embedding Clusters of Social Media Posts Felix Drinkall S. Zohren J. Pierrehumbert 17 5 0 20 May 2022
Multimodal Indoor Localisation for Measuring Mobility in Parkinson's Disease using Transformers Ferdian Jovan Ryan McConville Catherine Morgan E. Tonkin Alan Whone I. Craddock 11 1 0 12 May 2022
Efficient Automated Deep Learning for Time Series Forecasting Difan Deng Florian Karl Frank Hutter Bernd Bischl Marius Lindauer AI4TS 30 16 0 11 May 2022
Real-time Forecasting of Time Series in Financial Markets Using Sequentially Trained Many-to-one LSTMs Kelum Gajamannage Yonggi Park AI4TS AIFin 11 4 0 10 May 2022
Transformers in Time-series Analysis: A Tutorial Sabeen Ahmed Ian E. Nielsen Aakash Tripathi Shamoon Siddiqui Ghulam Rasool R. Ramachandran AI4TS 31 142 0 28 Apr 2022
Approaching sales forecasting using recurrent neural networks and transformers Iván Vallés-Pérez E. Soria-Olivas M. Martínez-Sober Antonio J. Serrano J. Gómez-Sanchís Fernando Mateo AI4TS 14 36 0 16 Apr 2022
TiSAT: Time Series Anomaly Transformer Keval Doshi Shatha Abudalou Yasin Yılmaz AI4TS 27 16 0 10 Mar 2022
A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19 Ashkan Farhangi Arthur Huang Zhishan Guo 19 1 0 08 Mar 2022
Multivariate Time Series Forecasting with Latent Graph Inference Victor Garcia Satorras Syama Sundar Rangapuram Tim Januschowski AI4TS 36 28 0 07 Mar 2022
Interpretable Latent Variables in Deep State Space Models Haoxuan Wu David S. Matteson M. Wells BDL AI4TS 18 0 0 03 Mar 2022
High-Modality Multimodal Transformer: Quantifying Modality & Interaction Heterogeneity for High-Modality Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Jeffrey Tsaw Yudong Liu Shentong Mo Dani Yogatama Louis-Philippe Morency Ruslan Salakhutdinov 17 29 0 02 Mar 2022
Robust Probabilistic Time Series Forecasting Taeho Yoon Youngsuk Park Ernest K. Ryu Yuyang Wang AAML AI4TS 20 18 0 24 Feb 2022
Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Dazhao Du Bing-Huang Su Zhewei Wei AI4TS 13 43 0 23 Feb 2022
Multivariate Quantile Function Forecaster Kelvin K. Kan Franccois-Xavier Aubet Tim Januschowski Youngsuk Park Konstantinos Benidis Lars Ruthotto Jan Gasthaus AI4TS 39 22 0 23 Feb 2022
Semi-Supervised Learning and Data Augmentation in Wearable-based Momentary Stress Detection in the Wild Han Yu Akane Sano 18 11 0 22 Feb 2022
Multi-Objective Model Selection for Time Series Forecasting Oliver Borchert David Salinas Valentin Flunkert Tim Januschowski Stephan Günnemann AI4TS 16 9 0 17 Feb 2022
Robust Nonparametric Distribution Forecast with Backtest-based Bootstrap and Adaptive Residual Selection Longshaokan Wang Lingda Wang M. Georgieva Paulo Machado Abinaya Ulagappa Safwan Ahmed Yanxia Lu Arjun Bakshi F. Ghassemi TTA 13 1 0 16 Feb 2022
A Neural Phillips Curve and a Deep Output Gap Philippe Goulet Coulombe 25 11 0 08 Feb 2022
TACTiS: Transformer-Attentional Copulas for Time Series Alexandre Drouin Étienne Marcotte Nicolas Chapados AI4TS 96 37 0 07 Feb 2022
HERMES: Hybrid Error-corrector Model with inclusion of External Signals for nonstationary fashion time series Etienne David Jean Bellot Sylvain Le Corff 12 1 0 07 Feb 2022
Self-Adaptive Forecasting for Improved Deep Learning on Non-Stationary Time-Series Sercan Ö. Arik Nathanael Yoder Tomas Pfister TTA AI4TS 11 20 0 04 Feb 2022
N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Cristian Challu Kin G. Olivares Boris N. Oreshkin Federico Garza Max Mergenthaler-Canseco A. Dubrawski AI4TS 29 261 0 30 Jan 2022
Fast Monte-Carlo Approximation of the Attention Mechanism Hyunjun Kim Jeonggil Ko 17 2 0 30 Jan 2022
Social Neuro AI: Social Interaction as the "dark matter" of AI Samuele Bolotta G. Dumas 21 22 0 31 Dec 2021
Toward Explainable AI for Regression Models S. Letzgus Patrick Wagner Jonas Lederer Wojciech Samek Klaus-Robert Muller G. Montavon XAI 28 63 0 21 Dec 2021
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 29 6 0 18 Dec 2021
A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling Thabang Mathonsi Terence L van Zyl AI4TS 14 30 0 16 Dec 2021
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
Online Advertising Revenue Forecasting: An Interpretable Deep Learning Approach Maximilian Würfel Qiwei Han Maximilian Kaiser AI4TS 22 8 0 16 Nov 2021
Learning Quantile Functions without Quantile Crossing for Distribution-free Time Series Forecasting Youngsuk Park Danielle C. Maddix Franccois-Xavier Aubet Kelvin K. Kan Jan Gasthaus Yuyang Wang UQCV AI4TS 94 37 0 12 Nov 2021
Meta-Forecasting by combining Global Deep Representations with Local Adaptation Riccardo Grazzi Valentin Flunkert David Salinas Tim Januschowski Matthias Seeger Cédric Archambeau AI4TS AI4CE 22 6 0 05 Nov 2021
Coherent Probabilistic Aggregate Queries on Long-horizon Forecasts Prathamesh Deshpande Sunita Sarawagi AI4TS 14 0 0 05 Nov 2021
Flight Demand Forecasting with Transformers Liya Wang Amy L. Mykityshyn Craig Johnson Jillian Cheng AI4TS 13 6 0 04 Nov 2021
Multi-Airport Delay Prediction with Transformers Liya Wang A. Tien Jason Chou 9 7 0 04 Nov 2021
Merging Two Cultures: Deep and Statistical Learning A. Bhadra J. Datta Nicholas G. Polson Vadim O. Sokolov Jianeng Xu BDL 24 8 0 22 Oct 2021
Forecasting Market Prices using DL with Data Augmentation and Meta-learning: ARIMA still wins! Vedant Shah Gautam M. Shroff AI4TS 26 5 0 19 Oct 2021
Nonlinear proper orthogonal decomposition for convection-dominated flows Shady E. Ahmed Omer San Adil Rasheed T. Iliescu 8 35 0 15 Oct 2021
Yformer: U-Net Inspired Transformer Architecture for Far Horizon Time Series Forecasting Kiran Madhusudhanan Johannes Burchert Nghia Duong-Trung Stefan Born Lars Schmidt-Thieme AI4TS AI4CE 41 21 0 13 Oct 2021
Development of Deep Transformer-Based Models for Long-Term Prediction of Transient Production of Oil Wells I. Abdrakhmanov E. Kanin S. Boronin Evgeny Burnaev A. Osiptsov 29 14 0 12 Oct 2021
Chaos as an interpretable benchmark for forecasting and data-driven modelling W. Gilpin AI4TS 19 73 0 11 Oct 2021
Darts: User-Friendly Modern Machine Learning for Time Series J. Herzen Francesco Lässig Samuele Giuliano Piazzetta T. Neuer Léo Tafti ... Mounir Benheddi Camila Williamson Michal Kosinskihttps://www.semanticscholar.org/me/account M. Petrik Gaël Grosch AI4TS 45 215 0 07 Oct 2021