About

Likelihood Lab 2018 Summer Program is a research program exploring exciting combinations of artificial intelligence and finance. Participants conduct independent researches on selected topics on Fintech or AI in july and august 2018.

Orgnizer and Participant

• MingWen Liu, PhD of Sun Yat-sen University and CEO of ShiningMidas Private Fund, is the leader of the Lab.
• XingYu Fu, co-founder of the lab, is responsible of the administration and orgnization of 2018 summer program.
• Zheng Xie, JinYuan Yu, ZhiPeng Liang, KangKang Jiang, JunHao Zhu, Hao Chen, YanRan Li, JunBang Huo, YuLin Wu, JinGe Wu, XiaoYang Wu, JiaHui Wu participate the 2018 summer program.

Contact

• maxwell@alphafuture.cn
• fuxy28@mail2.sysu.edu.cn

Research Project

AlphaRenju Zero

• Xie Zheng; XingYu Fu; JinYuan Yu;
• Apply AlphaZero algorithm in the game of Renju.
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Deep Reinforcement Learning in Portfolio Management

• ZhiPeng Liang; KangKang Jiang; Hao Chen; JunHao Zhu; YanRan Li;

• Train a Deep Reinforcement Learning agent in the financial market to conduct portfolio management.

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• Comparison of Portfolio Values before and after Learning in American Stock Market:

• Comparison of Portfolio Values before and after Learning in Chinese Stock Market:

• Back Test on USA Stock Market:

Sentimental Analysis of Financial Market

• JunFeng Jiang; JiaHao Li;
• Apply NLP to analyze the sentiment of financial market.
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Stock Trend Analysis using HMM and LSTM

• JunBang Huo; YuLin Wu; JinGe Wu;
• Using Hidden Markov Model and Long Short Term Memory to analyze stock trend.
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Analysis of High Frequency Stock Data based on Machine Learning

• XiaoYang Wu; Zheng Xie; JiaHui Wu; JinYuan Yu;
• Apply Machine Learning techniques like LSTM, and XGBoost to predict tick-level financial trend.
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