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PortfolioEffectHFT MATLAB Toolbox

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@AZemnitskiy AZemnitskiy released this 13 Oct 20:30
· 10 commits to master since this release

Initial Commit

MATLAB Toolbox to PortfolioEffect Quant service for backtesting high frequency trading (HFT) strategies, intraday portfolio analysis and optimization. PortfolioEffect is a cloud-based service, which is free to use with your own market data, but also has an integrated (optional) access to high frequency prices for all major US Equities (8,000+ symbols).

Features:

  • Auto-calibrating model pipeline for market microstructure noise, risk factors, price jumps/outliers, tail risk (high-order moments), price fractality (long memory) and was designed to give tick-resolution analytics.
  • Over 40+ portfolio and position-level metrics to compute intraday risk and performance from modern and post-modern portfolio theory.
  • Single-period constraint portfolio optimization (classic Markowitz and extensions for tail risk) with scalar, vector-based and user-defined functional constraints.
  • Multi-period constraint portfolio optimization that accounts for previous portfolio rebalancing (trading strategy optimization).
  • Transactional costs were also implemented in this release.