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 [code]
• Incorporating Corporation Relationship via Graph Convolutional Neural Networks for Stock Price Prediction
• Knowledge-Driven Event Embedding for Stock Prediction
• HATS: A Hierarchical Graph Attention Network for Stock Movement Prediction [code]

Public News & Social Media

• Hierarchical Complementary Attention Network for Predicting Stock Price Movements with News
• Stock Movement Prediction from Tweets and Historical Prices [code]
• What You Say and How You Say It Matters: Predicting Financial Risk Using Verbal and Vocal Cues
• Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction [code]

Model

• Enhancing Stock Movement Prediction with Adversarial Training [code]
• 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 [code]
• A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction [code]

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

Others

• 知乎专栏：人工智能与量化投资、宏观经济算命师的解签、黄金矿工
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