Exploring Graph Neural Networks for Stock Market Predictions with
Rolling Window Analysis

Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis

24 September 2019

Daiki Matsunaga

Toyotaro Suzumura

Toshihiro Takahashi

Papers citing "Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis"

14 / 14 papers shown

Title
Predictive AI with External Knowledge Infusion for Stocks Ambedkar Dukkipati Kawin Mayilvaghanan Naveen Kumar Pallekonda Sai Prakash Hadnoor Ranga Shaarad Ayyagari AIFin 46 0 0 14 Apr 2025
From Deep Learning to LLMs: A survey of AI in Quantitative Investment Bokai Cao Saizhuo Wang Xinyi Lin Xiaojun Wu Haohan Zhang L. Ni Jian Guo AIFin 54 0 0 27 Mar 2025
SETN: Stock Embedding Enhanced with Textual and Network Information Takehiro Takayanagi Hiroki Sakaji Kiyoshi Izumi AIFin 30 2 0 06 Aug 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 2023
NETpred: Network-based modeling and prediction of multiple connected market indices Alireza Jafari Saman Haratizadeh AIFin 19 0 0 02 Dec 2022
Revisiting Over-smoothing and Over-squashing Using Ollivier-Ricci Curvature K. Nguyen Hieu Nong T. Nguyen Nhat Ho Khuong N. Nguyen Vinh Phu Nguyen 27 62 0 28 Nov 2022
Robustness of Locally Differentially Private Graph Analysis Against Poisoning Jacob Imola A. Chowdhury Kamalika Chaudhuri AAML 20 6 0 25 Oct 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 18 10 0 08 Mar 2022
A Review on Graph Neural Network Methods in Financial Applications Jianian Wang Shenmin Zhang Yanghua Xiao Rui Song AI4TS 26 104 0 27 Nov 2021
HIST: A Graph-based Framework for Stock Trend Forecasting via Mining Concept-Oriented Shared Information Wentao Xu Weiqing Liu Lewen Wang Yingce Xia Jiang Bian Jian Yin Tie-Yan Liu AI4TS AIFin 31 46 0 26 Oct 2021
FinGAT: Financial Graph Attention Networks for Recommending Top-K Profitable Stocks Yi-Ling Hsu Yu-Che Tsai Cheng-Te Li AIFin AI4TS 25 16 0 18 Jun 2021
REST: Relational Event-driven Stock Trend Forecasting W. Xu Weiqing Liu Chang Xu Jiang Bian Jian Yin Tie-Yan Liu 26 54 0 15 Feb 2021
Domain-specific Knowledge Graphs: A survey Bilal Abu-Salih 24 279 0 31 Oct 2020
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 28 5,397 0 20 Dec 2018