Time Series Forecasting Using LSTM Networks: A Symbolic Approach

12 March 2020

Papers citing "Time Series Forecasting Using LSTM Networks: A Symbolic Approach"

23 / 23 papers shown

Title
Applied Machine Learning Methods with Long-Short Term Memory Based Recurrent Neural Networks for Multivariate Temperature Prediction Bojan Lukić 73 0 0 08 Mar 2025
Quantized symbolic time series approximation Erin Carson Xinye Chen Cheng Kang AI4TS 169 0 0 20 Nov 2024
LTSM-Bundle: A Toolbox and Benchmark on Large Language Models for Time Series Forecasting Yu-Neng Chuang Songchen Li Jiayi Yuan Guanchu Wang Kwei-Herng Lai ... Sirui Ding Qiaoyu Tan Daochen Zha Daochen Zha Xia Hu AI4TS 63 1 0 20 Jun 2024
Advancing Long-Term Multi-Energy Load Forecasting with Patchformer: A Patch and Transformer-Based Approach Qiuyi Hong Fanlin Meng Felipe Maldonado AI4TS 42 1 0 16 Apr 2024
Tree-based Learning for High-Fidelity Prediction of Chaos Adam Giammarese Kamal Rana Erik Bollt Nishant Malik 59 1 0 12 Mar 2024
Joint symbolic aggregate approximation of time series Xinye Chen AI4TS 82 2 0 30 Dec 2023
Deep State-Space Model for Predicting Cryptocurrency Price Shalini Sharma A. Majumdar Émilie Chouzenoux Victor Elvira 71 0 0 21 Nov 2023
Message Propagation Through Time: An Algorithm for Sequence Dependency Retention in Time Series Modeling Shaoming Xu A. Khandelwal Arvind Renganathan Vipin Kumar AI4TS 56 1 0 28 Sep 2023
A Decision Making Framework for Recommended Maintenance of Road Segments Haoyu Sun Yan Yan 22 0 0 19 Jul 2023
Spatio-temporal DeepKriging for Interpolation and Probabilistic Forecasting Pratik Nag Ying Sun Brian J. Reich 57 18 0 20 Jun 2023
ASTRIDE: Adaptive Symbolization for Time Series Databases Sylvain W. Combettes Charles Truong L. Oudre AI4TS 43 0 0 08 Feb 2023
Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications Shaoming Xu A. Khandelwal Xiang Li X. Jia Licheng Liu ... Kelly Cutler M. Steinbach Christopher J. Duffy John L. Nieber Vipin Kumar 27 3 0 15 Oct 2022
Predicting Hate Intensity of Twitter Conversation Threads Qing Meng Tharun Suresh Roy Ka-wei Lee Tanmoy Chakraborty 124 20 0 16 Jun 2022
FedREP: Towards Horizontal Federated Load Forecasting for Retail Energy Providers Muhammad Akbar Husnoo A. Anwar N. Hosseinzadeh S. Islam A. N. Mahmood R. Doss 83 24 0 01 Mar 2022
An efficient aggregation method for the symbolic representation of temporal data Xinye Chen S. Güttel AI4TS 56 15 0 14 Jan 2022
LATTE: LSTM Self-Attention based Anomaly Detection in Embedded Automotive Platforms Vipin Kumar Kukkala S. V. Thiruloga S. Pasricha 64 24 0 12 Jul 2021
A comparison of LSTM and GRU networks for learning symbolic sequences Roberto Cahuantzi Xinye Chen S. Güttel 96 142 0 05 Jul 2021
Synthesis of standard 12-lead electrocardiograms using two dimensional generative adversarial network Yu-He Zhang S. Babaeizadeh GAN 38 22 0 02 Jun 2021
Dominant motion identification of multi-particle system using deep learning from video Yayati Jadhav Amir Barati Farimani 116 5 0 26 Apr 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 61 15 0 10 Apr 2021
Short-Term Forecasting COVID-19 Cases In Turkey Using Long Short-Term Memory Network Selahattin Serdar Helli Çagkan Demirci Onur Çoban A. Hamamci 19 5 0 14 Sep 2020
ABBA: Adaptive Brownian bridge-based symbolic aggregation of time series S. Elsworth S. Güttel AI4TS 69 31 0 27 Mar 2020
Wavelet-based temporal models of human activity for anomaly detection in smart robot-assisted environments M. Fernández-Carmona Sariah Mghames Nicola Bellotto 69 0 0 26 Feb 2020