Research Reports

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Linear Weighted Multi-Factor Model (Non-Machine-Learning)
Research Reports

Linear Weighted Multi-Factor Model (Non-Machine-Learning)

Before machine-learning, complete factor feature engineering via linear weighting: 22 Binance USDT-perpetual contracts, 2020–2025 six-year backtest — +679.79% return, 19.21% max drawdown, return/drawdown ratio 22.72, with year-by-year equity curves.

#Multi-Factor#Crypto#Feature Engineering
Crypto Multi-Factor Strategy: LSRATIO & TAKER
Research Reports

Crypto Multi-Factor Strategy: LSRATIO & TAKER

Two crypto factors — LSRATIO (top-trader long/short position ratio) and TAKER (active taker buy/sell ratio): signal principles and a 6-year backtest comparison, return-to-drawdown ratio 21.65 → 27.92 (+29%).

#Crypto#Multi-Factor#Backtest
News Sentiment Strategy: Complete Research Report
Research Reports

News Sentiment Strategy: Complete Research Report

Complete research of the news sentiment factor: IC/ICIR verifies sentiment is a lagging indicator → contrarian strategy → news + volume dual filter → momentum re-optimization. 10-month HK/US backtest excess return +28.93% / +36.47%; HK + momentum lifts return/drawdown to 7.29.

#News Sentiment#Factor Research#HK & US Stocks
Stocks / Crypto / Forex: Backtest & Live Trading Report (2025)
Research Reports

Stocks / Crypto / Forex: Backtest & Live Trading Report (2025)

Three lines: XPEV daily backtest (12.7M profit, 38% annualized), BTC/ETH futures trend strategies (47,500 USDT live test, annualized return/drawdown 6.05 / 7.32) and CEX–DEX spread arbitrage (no-leverage return/drawdown 376); plus ETH/SOL grid live trading on Ubuntu, MT5 Python development and FinGPT news sentiment exploration. Ongoing live records live in the Track Record section.

#Live Trading#Crypto#Forex#MT5#Grid#Spread Arbitrage
All-Weather Product Selection + Timing Strategy Report (2024-01)
Research Reports

All-Weather Product Selection + Timing Strategy Report (2024-01)

56 commodity futures tested at a strict 0.06% of contract value: top-20% indicator rotation timing — 8-year profit 38.7M, max drawdown 1.34M, return/drawdown 28.88; adding stock indices (IF/IM/IC) lifts the portfolio's 8-year return/drawdown ratio to 35.72.

#All-Weather#Timing#Commodity Futures#Historical Report
Equity Multi-Factor Model Strategy Report (2023-06)
Research Reports

Equity Multi-Factor Model Strategy Report (2023-06)

Equity multi-factor model on Guoren.com: +1,776% compounded since 2010 with a 40.33% max drawdown, beta attribution vs. CSI 300; volume/volatility factor IC analysis (positive-IC probability 67% / 61%) and factor correlation tests.

#Multi-Factor#Stock Selection#Alpha#Historical Report
Stock Selection + Timing Strategy Report (2023-06)
Research Reports

Stock Selection + Timing Strategy Report (2023-06)

Stock selection + timing on 2,959 A-shares at a strict 1.5‰ one-way cost: 5.5-year profit 10.6379M, max drawdown 232k, return/drawdown ratio 45.79; on actually occupied capital of 10.4M — annualized return 18.6%, max drawdown rate 2.2%.

#Stock Selection#Timing#A-Shares#Historical Report