deep-stock: Deep Learning for Stock Market

• Paper

• Survey

• Indicator

• Graph Neural Network & Knowledge Graph

• Public News & Social Media

• Model

• Book

• Data Source

• Website

• Others

Paper

Survey

• Applications of deep learning in stock market prediction: recent progress

Indicator

• Individualized Indicator for All: Stock-wise Technical Indicator Optimization with Stock Embedding

• Investment Behaviors Can Tell What Inside: Exploring Stock Intrinsic Properties for Stock Trend Prediction

Graph Neural Network & Knowledge Graph

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

• Temporal Relational Ranking for Stock Prediction

• Incorporating Corporation Relationship via Graph Convolutional Neural Networks for Stock Price Prediction

• Knowledge-Driven Event Embedding for Stock Prediction

Public News & Social Media

• Hierarchical Complementary Attention Network for Predicting Stock Price Movements with News

• Stock Movement Prediction from Tweets and Historical Prices

• What You Say and How You Say It Matters: Predicting Financial Risk Using Verbal and Vocal Cues

Model

• Enhancing Stock Movement Prediction with Adversarial Training

• Multi-task Recurrent Neural Networks and Higher-order Markov Random Fields for Stock Price Movement Prediction

• Stock Price Prediction via Discovering Multi-Frequency Trading Patterns

Book

• The Econometrics of Financial Markets

• Advances in Financial Machine Learning

• Financial Decisions and Markets: A Course in Asset Pricing

Data Source

• Tushare: 一个免费、开源的python财经数据接口包。

• stocknet-dataset: A comprehensive dataset for stock movement prediction from tweets and historical stock prices.

• EarningsCall_Dataset: The earnings conference call dataset of S&P 500 companies

• 新浪财经A股个股新闻数据: 新浪财经网全部A股的个股新闻数据；时间范围：2015-11-01 至2018-01-12；

Website

• 雪球: 聪明的投资者都在这里

• Morningstar: Empowering Investor Success

• Yahoo Finance: Stock Market Live, Quotes, Business & Finance News

• Seeking Alpha: Stock Market Insights

• EarningsCast: Latest Earnings Calls, EarningsCast - Upcoming Earnings Calls

github地址：https://github.com/sangyx/deep-stock