deep-stock: Deep Learning for Stock Market
Paper
Survey
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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