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US equities →
Test predictions and portfolio rules on historical stock data.
QUANT / LAB · RESEARCH
Global Markets Quant Research
We use historical data to study prediction ideas and trading rules in stock and crypto markets. Choose a market to see the work and its findings.
Choose a market
Browse all topics →02
Hong Kong equities →
Explore fixed-universe strategy history and earlier CNN chart experiments.
03
Crypto markets →
Study price signals, portfolio returns and trading costs.
Two studies
US equities · Strategy backtest
Does trading less improve returns?
Keeping stocks whose rankings slipped usually reduced trading; returns improved less often.
The comparison uses retained historical windows; real execution remains unverified.
Hong Kong equities · Historical experiment
Letting a CNN read price charts
See the old experiment's input images, six related approaches and three simulated return curves.
Training boundaries and out-of-sample results remain unverified.
How the research runs
The project guide explains the data, methods and demonstrations you can run locally.
View the project demo → · View research progress →