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Awesome financial time series forecasting papers and codes

20 4 Updated Sep 23, 2024

Final project repo for UCLA CS 267A

Jupyter Notebook 13 7 Updated Aug 29, 2020

Qlib is an AI-oriented quantitative investment platform that aims to realize the potential, empower research, and create value using AI technologies in quantitative investment, from exploring ideas…

Python 15,752 2,676 Updated Dec 16, 2024
Python 52 19 Updated Oct 29, 2021

A Hypergraph-based Framework for Stock Selection via Hidden Concept Mining Representation in Hypergraph Attention Network

Jupyter Notebook 2 1 Updated Aug 15, 2023

Implementation of AAAI-24 CI-STHPAN: Pre-Trained Attention Network for Stock Selection with Channel-Independent Spatio-Temporal Hypergraph

Python 39 6 Updated Jul 5, 2024

Code for Spatiotemporal Hypergraph Convolution Network for Stock Movement Forecasting

Python 40 4 Updated Jun 13, 2021

Code for paper "Temporal Relational Ranking for Stock Prediction"

Python 453 167 Updated Mar 4, 2021

The source code and data of the paper "HIST: A Graph-based Framework for Stock Trend Forecasting via Mining Concept-Oriented Shared Information".

Python 242 68 Updated Jan 13, 2023

TD-HCN: A Trend-Driven Hypergraph Convolutional Network for Stock Recommendation

Python 7 1 Updated Mar 27, 2024

The code for paper "Enhanced stock price forecasting through a regularized ensemble framework with graph convolutional networks".

Python 5 1 Updated Jun 7, 2024

Price prediction for Crypto, Stock, and Index using Hybrid Graph Attention Network (GAT) and Long Short-Term Memory (LSTM) models on PyTorch.

Jupyter Notebook 20 1 Updated Dec 15, 2023

该项目是我在HKU量化交易课程期末的项目,旨在复现他人的交易策略。 我复现的是一篇关于加密货币的交易策略的论文,论文原作者为YUKUN LIU,ALEH TSYVINSKI,XI WU,于2022年首次发刊,通过规模、动量、交易量以及波动性这四类主题因子,分析不同特征下加密货币的市场表现。

Python 26 6 Updated Jun 5, 2022

阿布量化交易系统(股票,期权,期货,比特币,机器学习) 基于python的开源量化交易,量化投资架构

Python 12,347 3,808 Updated Nov 21, 2024

Simplified implementations of deep learning related works

Jupyter Notebook 2,498 811 Updated Nov 2, 2024

Temporal and Heterogeneous Graph Neural Network for Financial Time Series Prediction

Python 65 13 Updated Apr 15, 2024

GCNET: graph-based prediction of stock price movement using graph convolutional network

9 2 Updated Apr 17, 2022

翻墙-科学上网

Kotlin 38,799 7,294 Updated Dec 16, 2024

PyTorch implementation for Paper "StockFormer: Learning Hybrid Trading Machines with Predictive Coding".

Python 248 60 Updated May 6, 2024

Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

Python 1,625 199 Updated Oct 23, 2024

This is the project for deep learning in stock market prediction.

211 50 Updated Aug 2, 2023
Python 32 12 Updated Jul 16, 2020

An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.

Python 4,593 1,029 Updated Jun 9, 2024

Reproduce the result of the paper "Deep Learning with Long Short-Term Memory Networks for Financial Market Prediction"

Jupyter Notebook 19 4 Updated Aug 21, 2020