Papers citing 'Forecasting Economics and Financial Time Series: ARIMA vs. LSTM'

Title
TrendGNN: Towards Understanding of Epidemics, Beliefs, and Behaviors Mulin Tian Ajitesh Srivastava AI4TS 44 0 0 29 Nov 2025
On Evaluating Loss Functions for Stock Ranking: An Empirical Analysis With Transformer Model Jan Kwiatkowski Jarosław A. Chudziak AIFin 88 0 0 15 Oct 2025
Meta-Learning Reinforcement Learning for Crypto-Return Prediction Junqiao Wang Zhaoyang Guan Zhengpeng Zhou Tianze Xia Xianzhi Li Shuo Yin Xinyuan Song Chuhan Cheng Lewei He Alex Lee AIFin 84 0 0 11 Sep 2025
Informer in Algorithmic Investment Strategies on High Frequency Bitcoin DataWorking papers (WP), 2025 Filip Stefaniuk Robert Ślepaczuk AIFin 340 1 0 23 Mar 2025
Time Series Analysis in Frequency Domain: A Survey of Open Challenges, Opportunities and Benchmarks Qianru Zhang Yuting Sun Honggang Wen Peng Yang X. Li Ming Li K. Lam Siu-Ming Yiu Hongzhi Yin AI4TS 275 3 0 12 Feb 2025
HMM-LSTM Fusion Model for Economic Forecasting Guhan Sivakumar AI4TS 198 3 0 01 Jan 2025
A Dynamic Approach to Stock Price Prediction: Comparing RNN and Mixture of Experts Models Across Different Volatility Profiles Diego Vallarino 102 7 0 04 Oct 2024
TimeTuner: Diagnosing Time Representations for Time-Series Forecasting with Counterfactual ExplanationsIEEE Transactions on Visualization and Computer Graphics (TVCG), 2023 Jianing Hao Qing Shi Yilin Ye Weizhen Zeng AI4TS 277 10 0 19 Jul 2023
Kernel-based Joint Independence Tests for Multivariate Stationary and Non-stationary Time SeriesRoyal Society Open Science (RSOS), 2023 Zhao Liu Robert L. Peach F. Laumann Sara Vallejo Mengod Mauricio Barahona AI4TS 295 5 0 15 May 2023
Copula Variational LSTM for High-dimensional Cross-market Multivariate Dependence ModelingIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Jia Xu Longbin Cao AI4TS BDL 116 12 0 09 May 2023
Futures Quantitative Investment with Heterogeneous Continual Graph Neural Network Min Hu Zhizhong Tan Bin Liu Guosheng Yin AIFin AI4TS 150 0 0 29 Mar 2023
Data-driven Real-time Short-term Prediction of Air Quality: Comparison of ES, ARIMA, and LSTMInternational Conference on Intelligent Systems Design and Applications (ISDA), 2022 Iryna Talamanova Sabri Pllana 36 2 0 16 Nov 2022
Knowledge Graph and Accurate Portrait Construction of Scientific and Technological Academic Conferences Runyu Yu Zhe Xue Ang Li 84 0 0 11 Apr 2022
What is the best RNN-cell structure for forecasting each time series behavior?Expert systems with applications (ESWA), 2022 Rohaifa Khaldi A. E. Afia R. Chiheb Siham Tabik AI4TS 64 1 0 15 Mar 2022
Interpretable Latent Variables in Deep State Space Models Haoxuan Wu David S. Matteson M. Wells BDL AI4TS 170 0 0 03 Mar 2022
Case-based reasoning for rare events prediction on strategic sites Vincent Vidal M. Corbineau Tugdual Ceillier 139 0 0 10 Feb 2022
Public Policymaking for International Agricultural Trade using Association Rules and Ensemble Machine Learning Feras A. Batarseh M. Gopinath A. Monken Zhengrong Gu 108 15 0 15 Nov 2021
A Deep-Learning Based Optimization Approach to Address Stop-Skipping Strategy in Urban Rail Transit Lines Mohammadjavad Javadinasr A. Parsa Abolfazl A. Mohammadian 131 7 0 17 Sep 2021
Modeling and forecasting Spread of COVID-19 epidemic in Iran until Sep 22, 2021, based on deep learning Jafar Abdollahi Amir Jalili Irani Babak Nouri-Moghaddam OOD 52 13 0 15 Mar 2021
District Wise Price Forecasting of Wheat in Pakistan using Deep Learning Ahmed Rasheed M. S. Younis Farooq Ahmad Junaid Qadir Muhammad Kashif Siddhu 53 22 0 05 Mar 2021
A Novel CNN-LSTM-based Approach to Predict Urban ExpansionEcological Informatics (Ecol. Inform.), 2021 W. Boulila Hamza Ghandorh M. Khan Fawad Ahmed Jawad Ahmad 163 119 0 02 Mar 2021
Low Rank Forecasting Shane T. Barratt Yining Dong Stephen P. Boyd AI4TS 201 5 0 29 Jan 2021
The Power of Language: Understanding Sentiment Towards the Climate Emergency using Twitter Data Arman Sarjou 46 3 0 25 Jan 2021
Forecasting directional movements of stock prices for intraday trading using LSTM and random forests Pushpendu Ghosh Ariel Neufeld J. Sahoo AI4TS AIFin 133 161 0 21 Apr 2020
Forecasting Foreign Exchange Rate: A Multivariate Comparative Analysis between Traditional Econometric, Contemporary Machine Learning & Deep Learning Techniques Manav Kaushik A. K. Giri 33 16 0 19 Feb 2020
Open-domain Event Extraction and Embedding for Natural Gas Market Prediction Minh Triet Chau Diego Esteves Jens Lehmann 97 6 0 08 Dec 2019
Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019Applied Soft Computing (Appl Soft Comput), 2019 Omer Berat Sezer M. U. Gudelek A. Ozbayoglu AI4TS 222 1,190 0 29 Nov 2019
Performance evaluation of deep neural networks for forecasting time-series with multiple structural breaks and high volatilityCAAI Transactions on Intelligence Technology (TCIT), 2019 Rohit Kaushik Shikhar Jain Siddhant Jain T. Dash AI4TS 82 15 0 14 Nov 2019
Markov Decision Process to Enforce Moving Target Defence Policies Jianjun Zheng A. Namin AAML 84 7 0 22 May 2019
Deep Reinforcement Learning for Detecting Malicious Websites Moitrayee Chatterjee A. Namin OffRL 90 14 0 22 May 2019
Feature Engineering for Mid-Price Prediction with Deep Learning Adamantios Ntakaris G. Mirone Juho Kanniainen Moncef Gabbouj Alexandros Iosifidis OOD 212 50 0 10 Apr 2019