Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019

29 November 2019

Papers citing "Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019"

38 / 38 papers shown

Title
Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting Zhining Liu Ze Yang Xiao Lin Ruizhong Qiu Tianxin Wei Yada Zhu Hendrik Hamann Jingrui He Hanghang Tong AI4TS 39 0 0 24 May 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 85 0 0 19 Apr 2025
TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations Yihang Lu Yangyang Xu Qitao Qing Xianwei Meng AI4TS 64 0 0 17 Apr 2025
Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation Ashraf Ghiye Baptiste Barreau Laurent Carlier Michalis Vazirgiannis 90 2 0 18 Mar 2025
Deep Learning for Time Series Forecasting: A Survey X. Kong Zhenghao Chen Weiyao Liu Kaili Ning Lechao Zhang Syauqie Muhammad Marier Yichen Liu Yuhao Chen Feng Xia AI4TS AI4CE 77 4 0 13 Mar 2025
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modelling Hao Li Yu Huang Chang Xu Viktor Schlegel Ren-He Jiang Riza Batista-Navarro Goran Nenadic Jiang Bian DiffM AI4CE 305 3 0 04 Mar 2025
Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining Qisen Cheng Jinming Xing Chang Xue Xiaoran Yang AI4TS 61 3 0 28 Jan 2025
Multimodal Stock Price Prediction Furkan Karadaş Bahaeddin Eravcı Ahmet Murat Özbayoğlu AIFin 74 1 0 23 Jan 2025
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller Martin J. Menten Daniel Rueckert AI4TS 66 1 0 09 Oct 2024
Automated Detection of Defects on Metal Surfaces using Vision Transformers Toqa Alaa Mostafa Kotb Arwa Zakaria Mariam Diab Walid Gomaa 73 3 0 06 Oct 2024
DeformTime: Capturing Variable Dependencies with Deformable Attention for Time Series Forecasting Yuxuan Shu Vasileios Lampos AI4TS AI4CE 77 0 0 11 Jun 2024
Contribute to balance, wire in accordance: Emergence of backpropagation from a simple, bio-plausible neuroplasticity rule Xinhao Fan S. P. Mysore 60 0 0 23 May 2024
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 46 0 0 13 Oct 2023
Deep Learning for Financial Applications : A Survey A. Ozbayoglu M. U. Gudelek Omer Berat Sezer AIFin AI4CE 52 388 0 09 Feb 2020
Financial Trading Model with Stock Bar Chart Image Time Series with Deep Convolutional Neural Networks Omer Berat Sezer A. Ozbayoglu AIFin 18 47 0 11 Mar 2019
Long Short-Term Memory Networks for CSI300 Volatility Prediction with Baidu Search Volume Yu-Long Zhou Ren-Jie Han Qian Xu Wei-Ke Zhang 16 19 0 29 May 2018
Deep Learning for Predicting Asset Returns Guanhao Feng Jingyu He Nicholas G. Polson 30 58 0 25 Apr 2018
Universal features of price formation in financial markets: perspectives from Deep Learning Justin A. Sirignano R. Cont AIFin 44 255 0 19 Mar 2018
Forecasting Economics and Financial Time Series: ARIMA vs. LSTM Sima Siami‐Namini A. Namin AI4TS 24 223 0 16 Mar 2018
Relational Autoencoder for Feature Extraction Qinxue Meng D. Catchpoole D. Skillicom Paul J. Kennedy 32 174 0 09 Feb 2018
Deep Learning for Forecasting Stock Returns in the Cross-Section Masaya Abe Hideki Nakayama 21 93 0 03 Jan 2018
Sentiment Predictability for Stocks Jordan Prosky Xingyou Song Andrew Tan Michael Zhao 36 13 0 15 Dec 2017
Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction Ziniu Hu Weiqing Liu Jiang Bian Xuanzhe Liu Tie-Yan Liu 29 308 0 06 Dec 2017
Time Series Prediction : Predicting Stock Price A. Elliot C. Hsu AI4TS 23 14 0 16 Oct 2017
Decision support from financial disclosures with deep neural networks and transfer learning Mathias Kraus Stefan Feuerriegel AIFin 48 261 0 11 Oct 2017
Tensor Representation in High-Frequency Financial Data for Price Change Prediction D. Tran M. Magris Juho Kanniainen Moncef Gabbouj Alexandros Iosifidis AIFin 39 60 0 05 Sep 2017
Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks Nils Reimers Iryna Gurevych 39 288 0 21 Jul 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Zhiwen Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 788 6,768 0 26 Sep 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 261 37,704 0 20 May 2016
Classification-based Financial Markets Prediction using Deep Neural Networks M. Dixon Diego Klabjan J. Bang 11 174 0 29 Mar 2016
Deep Learning in Finance J. B. Heaton Nicholas G. Polson J. Witte 40 167 0 21 Feb 2016
Leverage Financial News to Predict Stock Price Movements Using Word Embeddings and Deep Neural Networks Yang Peng Hui Jiang AIFin 30 86 0 24 Jun 2015
Sufficient Forecasting Using Factor Models Jianqing Fan Lingzhou Xue Jiawei Yao AI4TS 60 77 0 27 May 2015
LSTM: A Search Space Odyssey Klaus Greff R. Srivastava Jan Koutník Bas R. Steunebrink Jürgen Schmidhuber AI4TS VLM 68 5,274 0 13 Mar 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 146 18,534 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 632 149,474 0 22 Dec 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 155 16,311 0 30 Apr 2014
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 103 5,318 0 21 Nov 2012