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
ProbPNN: Enhancing Deep Probabilistic Forecasting with Statistical Information Benedikt Heidrich Kaleb Phipps Oliver Neumann Marian Turowski Ralf Mikut V. Hagenmeyer AI4TS BDL 16 2 0 06 Feb 2023
Creating Probabilistic Forecasts from Arbitrary Deterministic Forecasts using Conditional Invertible Neural Networks Kaleb Phipps Benedikt Heidrich Marian Turowski Moritz Wittig Ralf Mikut V. Hagenmeyer UQCV 16 1 0 03 Feb 2023
A novel automatic wind power prediction framework based on multi-time scale and temporal attention mechanisms Meiyu Jiang Jun Shen Xuetao Jiang Lihui Luo R. Zhou Qingguo Zhou 19 0 0 02 Feb 2023
Large-Scale Traffic Data Imputation with Spatiotemporal Semantic Understanding Kunpeng Zhang Lan Wu Liang Zheng Na Xie Zhengbing He AI4TS 21 1 0 27 Jan 2023
Multi-view Kernel PCA for Time series Forecasting Arun Pandey Hannes De Meulemeester B. De Moor Johan A. K. Suykens AI4TS 28 5 0 24 Jan 2023
DANLIP: Deep Autoregressive Networks for Locally Interpretable Probabilistic Forecasting Ozan Ozyegen Juyoung Wang Mucahit Cevik BDL AI4TS 6 1 0 05 Jan 2023
Infomaxformer: Maximum Entropy Transformer for Long Time-Series Forecasting Problem Peiwang Tang Xianchao Zhang AI4TS 26 3 0 04 Jan 2023
A Concurrent CNN-RNN Approach for Multi-Step Wind Power Forecasting Syed Kazmi Berk Görgülü Mucahit Cevik M. Baydogan 25 5 0 02 Jan 2023
Online learning techniques for prediction of temporal tabular datasets with regime changes Thomas Wong Mauricio Barahona OOD AI4TS 35 1 0 30 Dec 2022
A Pattern Discovery Approach to Multivariate Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 23 1 0 20 Dec 2022
Denoising instrumented mouthguard measurements of head impact kinematics with a convolutional neural network Xianghao Zhan Yuzhe Liu Nicholas J. Cecchi Ashlyn A. Callan Enora Le Flao Olivier Gevaert M. Zeineh Gerald Grant David B. Camarillo 14 4 0 19 Dec 2022
Leveraging Wastewater Monitoring for COVID-19 Forecasting in the US: a Deep Learning study Mehrdad Fazli Heman Shakeri 21 1 0 17 Dec 2022
Temporal Saliency Detection Towards Explainable Transformer-based Timeseries Forecasting Nghia Duong-Trung Kiran Madhusudhanan Danh Le-Phuoc AI4TS 30 4 0 15 Dec 2022
Improving Accuracy Without Losing Interpretability: A ML Approach for Time Series Forecasting Yiqi Sun Zheng Shi Jianshen Zhang Yongzhi Qi Hao Hu Zuo-jun Shen AI4TS 16 0 0 13 Dec 2022
Towards Better Long-range Time Series Forecasting using Generative Forecasting Shiyu Liu Rohan Ghosh Mehul Motani AI4TS 97 2 0 09 Dec 2022
GreenEyes: An Air Quality Evaluating Model based on WaveNet Kan Huang Kai Zhang Ming-de Liu 17 2 0 08 Dec 2022
Sequential Predictive Conformal Inference for Time Series Chen Xu Yao Xie UQLM AI4TS 31 32 0 07 Dec 2022
cs-net: structural approach to time-series forecasting for high-dimensional feature space data with limited observations Weiyu Zong Mingqian Feng Griffin Heyrich Peter Chin BDL AI4TS 14 0 0 05 Dec 2022
Data-driven Science and Machine Learning Methods in Laser-Plasma Physics Andreas Döpp C. Eberle S. Howard F. Irshad Jinpu Lin M. Streeter AI4CE 29 63 0 30 Nov 2022
Federated Learning for 5G Base Station Traffic Forecasting V. Perifanis Nikolaos Pavlidis R. Koutsiamanis P. Efraimidis AI4TS 36 41 0 28 Nov 2022
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities Alexander C. DeRieux Walid Saad W. Zuo R. Budiarto M. D. Koerniawan D. Novitasari 20 1 0 18 Nov 2022
HigeNet: A Highly Efficient Modeling for Long Sequence Time Series Prediction in AIOps Jiajia Li Feng Tan Cheng He Zikai Wang Haitao Song Lingfei Wu Pengwei Hu 18 0 0 13 Nov 2022
A Comprehensive Survey of Regression Based Loss Functions for Time Series Forecasting Aryan Jadon Avinash Patil Shruti Jadon AI4TS AI4CE 14 60 0 05 Nov 2022
Deep learning for structural health monitoring: An application to heritage structures F. Carrara Fabrizio Falchi M. Girardi Nicola Messina C. Padovani D. Pellegrini 16 2 0 04 Nov 2022
Deep Temporal Modelling of Clinical Depression through Social Media Text Nawshad Farruque Randy Goebel Sudhakar Sivapalan Osmar R. Zaïane 20 4 0 28 Oct 2022
A Long-term Dependent and Trustworthy Approach to Reactor Accident Prognosis based on Temporal Fusion Transformer Chengyuan Li Z. Qiu Yugao Ma Mei-Jiu Li 13 1 0 28 Oct 2022
On Trustworthy Decision-Making Process of Human Drivers from the View of Perceptual Uncertainty Reduction Huanjie Wang Haibin Liu Wenshuo Wang Lijun Sun 20 3 0 15 Oct 2022
Deep Regression Unlearning Ayush K Tarun Vikram S Chundawat Murari Mandal Mohan S. Kankanhalli BDL MU 24 31 0 15 Oct 2022
Self-explaining Hierarchical Model for Intraoperative Time Series Dingwen Li Bing Xue C. King Bradley A. Fritz M. Avidan Joanna Abraham Chenyang Lu AI4CE 14 3 0 10 Oct 2022
Interpreting County Level COVID-19 Infection and Feature Sensitivity using Deep Learning Time Series Models Md. Khairul Islam Di Zhu Yingzheng Liu Andrej Erkelens Nick Daniello Judy Fox 25 1 0 06 Oct 2022
A case study of spatiotemporal forecasting techniques for weather forecasting Shakir Showkat Sofi Ivan V. Oseledets 22 4 0 29 Sep 2022
Masked Multi-Step Multivariate Time Series Forecasting with Future Information Yiwei Fu Honggang Wang Nurali Virani AI4TS 19 2 0 28 Sep 2022
Towards Automatic Forecasting: Evaluation of Time-Series Forecasting Models for Chickenpox Cases Estimation in Hungary Wadie Skaf Arzu Tosayeva Dániel Várkonyi AI4TS 18 2 0 28 Sep 2022
Just-In-Time Learning for Operational Risk Assessment in Power Grids Oliver Stover Pranav M. Karve S. Mahadevan Wenbo Chen Haoruo Zhao Mathieu Tanneau Pascal Van Hentenryck 21 3 0 26 Sep 2022
A Robust and Explainable Data-Driven Anomaly Detection Approach For Power Electronics Alexander Beattie Pavol Mulinka Subham S. Sahoo I. Christou Charalampos Kalalas Daniel Gutierrez-Rojas P. H. Nardelli 23 5 0 23 Sep 2022
Gluformer: Transformer-Based Personalized Glucose Forecasting with Uncertainty Quantification Renat Sergazinov Mohammadreza Armandpour I. Gaynanova BDL AI4TS MedIm 33 11 0 09 Sep 2022
Foundations and Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions Paul Pu Liang Amir Zadeh Louis-Philippe Morency 16 60 0 07 Sep 2022
Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures Lars Odegaard Bentsen N. Warakagoda R. Stenbro P. Engelstad AI4TS 21 98 0 29 Aug 2022
AA-Forecast: Anomaly-Aware Forecast for Extreme Events Ashkan Farhangi Jiang Bian Arthur Huang Haoyi Xiong Jun Wang Zhi-guo Guo AI4TS 23 4 0 21 Aug 2022
Expressing Multivariate Time Series as Graphs with Time Series Attention Transformer W. Ng K. Siu Albert C. Cheung Michael K. Ng AI4TS 16 7 0 19 Aug 2022
The Counterfactual-Shapley Value: Attributing Change in System Metrics Amit Sharma Hua Li Jian Jiao 26 2 0 17 Aug 2022
New drugs and stock market: how to predict pharma market reaction to clinical trial announcements S. Budennyy Alexey Kazakov Elizaveta Kovtun L. Zhukov AIFin 12 1 0 11 Aug 2022
Mining Reaction and Diffusion Dynamics in Social Activities Taichi Murayama Yasuko Matsubara Yasushi Sakurai 17 1 0 07 Aug 2022
Modeling Price Elasticity for Occupancy Prediction in Hotel Dynamic Pricing Fanwei Zhu Wendong Xiao Yao Yu Ziyi Wang Zulong Chen Quan Lu Zemin Liu Ming-hui Wu Shenghua Ni 17 3 0 04 Aug 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect Li Shen Yuning Wei Yangzhu Wang AI4TS 16 8 0 22 Jul 2022
MQRetNN: Multi-Horizon Time Series Forecasting with Retrieval Augmentation Sitan Yang Carson Eisenach Dhruv Madeka AI4TS 22 7 0 21 Jul 2022
Deep Transformer Model with Pre-Layer Normalization for COVID-19 Growth Prediction Rizki Ramadhan Fitra N. Yudistira W. Mahmudy 19 1 0 10 Jul 2022
A Temporal Fusion Transformer for Long-term Explainable Prediction of Emergency Department Overcrowding Francisco M. Caldas Cláudia Soares 8 6 0 01 Jul 2022
TreeDRNet:A Robust Deep Model for Long Term Time Series Forecasting Tian Zhou Jianqing Zhu Xue Wang Ziqing Ma Qingsong Wen Liang Sun Rong Jin AI4TS 38 4 0 24 Jun 2022
Predicting Hate Intensity of Twitter Conversation Threads Qing Meng Tharun Suresh Roy Ka-Wei Lee Tanmoy Chakraborty 19 19 0 16 Jun 2022