GRATIS: GeneRAting TIme Series with diverse and controllable characteristics

7 March 2019

Papers citing "GRATIS: GeneRAting TIme Series with diverse and controllable characteristics"

27 / 27 papers shown

Title
A systematic data characteristic understanding framework towards physical-sensor big data challenges Zhipeng Ma Bo Nørregaard Jørgensen Z. Ma AI4CE 53 6 0 22 Jan 2025
Optimal starting point for time series forecasting Yiming Zhong Yinuo Ren Guangyao Cao Feng Li Haobo Qi AI4TS 36 1 0 25 Sep 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 109 23 0 15 May 2024
Probing the Robustness of Time-series Forecasting Models with CounterfacTS Haakon Hanisch Kjaernli Lluis Mas-Ribas Aida Ashrafi Gleb Sizov Helge Langseth Odd Erik Gundersen AI4TS 36 0 0 06 Mar 2024
CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery Yuxiao Cheng Ziqian Wang Tingxiong Xiao Qin Zhong J. Suo Kunlun He AI4TS CML 30 11 0 03 Oct 2023
Gait Data Augmentation using Physics-Based Biomechanical Simulation Mritula Chandrasekaran J. Francik Dimitrios Makris 30 3 0 16 Jul 2023
Towards Diverse and Coherent Augmentation for Time-Series Forecasting Xiyuan Zhang Ranak Roy Chowdhury Jingbo Shang Rajesh K. Gupta Dezhi Hong AI4TS 32 4 0 24 Mar 2023
Another look at forecast trimming for combinations: robustness, accuracy and diversity Xiaoqian Wang Yanfei Kang Feng Li 21 4 0 30 Jul 2022
Controllable Data Generation by Deep Learning: A Review Shiyu Wang Yuanqi Du Xiaojie Guo Bo Pan Zhaohui Qin Liang Zhao 33 28 0 19 Jul 2022
fETSmcs: Feature-based ETS model component selection Lingzhi Qi Xixi Li Qiang Wang Suling Jia 19 2 0 26 Jun 2022
A review of machine learning concepts and methods for addressing challenges in probabilistic hydrological post-processing and forecasting Georgia Papacharalampous Hristos Tyralis AI4CE 27 28 0 17 Jun 2022
Financial Time Series Data Augmentation with Generative Adversarial Networks and Extended Intertemporal Return Plots Justin Hellermann Qinzhuan Qian Ankit Shah AI4TS 29 1 0 18 May 2022
Forecast combinations: an over 50-year review Xiaoqian Wang Rob J. Hyndman Feng Li Yanfei Kang AI4TS 38 139 0 09 May 2022
Feature-based intermittent demand forecast combinations: bias, accuracy and inventory implications Li Li Yanfei Kang F. Petropoulos Feng Li 55 11 0 18 Apr 2022
Features of the Earth's seasonal hydroclimate: Characterizations and comparisons across the Koppen-Geiger climates and across continents Georgia Papacharalampous Hristos Tyralis Y. Markonis P. Máca M. Hanel BDL 21 0 0 13 Apr 2022
Time series features for supporting hydrometeorological explorations and predictions in ungauged locations using large datasets Georgia Papacharalampous Hristos Tyralis AI4TS 28 10 0 13 Apr 2022
A Review of Open Source Software Tools for Time Series Analysis Yunus Parvej Faniband I. Ishak S. M. Sait AI4TS 27 6 0 10 Mar 2022
Hydroclimatic time series features at multiple time scales Georgia Papacharalampous Hristos Tyralis Y. Markonis M. Hanel AI4TS 27 3 0 02 Dec 2021
Bayesian forecast combination using time-varying features Li Li Yanfei Kang Feng Li AI4TS 27 14 0 04 Aug 2021
Global Models for Time Series Forecasting: A Simulation Study Hansika Hewamalage Christoph Bergmeir Kasun Bandara AI4TS 39 57 0 23 Dec 2020
Forecasting: theory and practice F. Petropoulos D. Apiletti Vassilios Assimakopoulos M. Z. Babai Devon K. Barrow ... J. Arenas Xiaoqian Wang R. L. Winkler Alisa Yusupova F. Ziel AI4TS 36 363 0 04 Dec 2020
Forecast with Forecasts: Diversity Matters Yanfei Kang Wei Cao F. Petropoulos Feng Li AI4TS 21 31 0 03 Dec 2020
Global-scale massive feature extraction from monthly hydroclimatic time series: Statistical characterizations, spatial patterns and hydrological similarity Georgia Papacharalampous Hristos Tyralis S. Papalexiou A. Langousis S. Khatami E. Volpi S. Grimaldi 27 32 0 24 Oct 2020
Improving the Accuracy of Global Forecasting Models using Time Series Data Augmentation Kasun Bandara Hansika Hewamalage Yuan-Hao Liu Yanfei Kang Christoph Bergmeir AI4TS 21 115 0 06 Aug 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 32 635 0 27 Feb 2020
The uncertainty estimation of feature-based forecast combinations Xiaoqian Wang Yanfei Kang F. Petropoulos Feng Li AI4TS 14 3 0 08 Aug 2019
Forecasting with time series imaging Xixi Li Yanfei Kang Feng Li AI4TS 21 83 0 17 Apr 2019