Skip to content

Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
TqSdk
86 documents
Quantpedia
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Binance API docs
45 documents
Quantopian lectures
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

2,013 documents

Quant Q&A

The document explains why two assets can offer portfolio benefits even when they have identical means and standard deviations. Their individual return statistics describe only the first two moments of each asset; they do not capture how the assets move…

Multi-assetPortfolio constructionStatisticsRisk management
Quant Q&A

The document describes a data-preparation problem encountered when collecting weekly closing prices for several international equity indices and funds. The returned series have different row counts despite covering the same requested date range. Different…

EquitiesMulti-assetBacktestingStatistics
Quant Q&A

The document considers a security that pays the product of two asset values at maturity, where one asset is traded and the other is not. It assumes the assets follow geometric Brownian motion and are uncorrelated. The proposed approach is to specify a…

Multi-assetDerivatives pricingBacktesting
Quant Q&A

The document surveys ways to connect a Python trading strategy to brokers for sending, modifying, and closing orders. The responses mention MetaApi’s cloud SDK as a route to brokers that support MetaTrader, Interactive Brokers’ API for several asset classes,…

ExecutionForexEquitiesMulti-asset
Quant Q&A

The document asks how to turn simulated returns from an ARMA-GARCH-EVT-copula model into allocations for three portfolio objectives: maximum Sharpe ratio, global minimum variance, and minimum CVaR. Its central practical questions are whether the simulated…

Multi-assetPortfolio constructionStatisticsRisk management
Quant Q&A

The document addresses how to obtain interest-rate yields for a country when a data platform returns currency performance instead. Its central point is that there is no single domestic risk-free rate suitable for every analysis: the analyst must choose a…

Fixed incomeMulti-assetStatistics
Quant Q&A

The document asks how to compare companies’ revenues and expenses in a Data Envelopment Analysis when their financial statements use different currencies. It contrasts converting amounts at direct exchange rates with using purchasing power parity (PPP)…

Multi-assetStatistics
Quant Q&A

The document discusses whether a general time-series store should use UTC timestamps or local market time. Its main recommendation is to store timestamps in UTC and retain each series’ time-zone context so that local times can be reconstructed when needed. A…

Multi-assetStatistics
Quant Q&A

The document distinguishes money management as the broad activity of managing an investor's assets from asset allocation and portfolio optimization as parts of that activity. It describes decisions at three levels: strategic allocation across broad asset…

Portfolio constructionMulti-assetRisk management
Quant Q&A

The document asks how to set market capitalization weights for a Black–Litterman portfolio holding international and emerging-market equities, gold, long-term Treasury bonds, and real estate. Its central advice is not to use the market values of the ETFs…

Portfolio constructionMulti-assetEquitiesCommodities
Quant Q&A

The document asks how to extend a Monte Carlo portfolio Value at Risk calculation to holdings from different asset classes, using a stock, a Treasury bond, and an option as examples. It refers to a simulation approach involving correlated random returns and…

Multi-assetOptionsFixed incomeBacktesting
Quant Q&A

The document explains how to choose a representative benchmark when a trading strategy is opaque but has extensive historical data. A clear strategy, such as one holding only long positions in technology stocks, can be compared with a closely related market…

BacktestingPortfolio constructionMulti-asset
Quant Q&A

The document outlines a proposed procedure for generating observations from a Gaussian copula whose correlation matrix changes over time. It describes the Dynamic Conditional Correlation recursion for updating an intermediate matrix from its long-run value,…

StatisticsVolatilityMulti-asset
Quant Q&A

The document asks how to construct a corporate revenue-to-world-GDP variable for a model of firm size. It compares current-dollar GDP, which converts contemporaneous local-currency values into USD, with constant-price GDP, which adjusts for inflation. The…

EquitiesMulti-assetStatistics
Quant Q&A

The document responds to a question about finding a website where a British investor with modest capital could compare past performance of British and overseas hedge or mutual funds, while filtering by minimum investment. Its answer focuses on why hedge fund…

Multi-assetRisk management
Quant Q&A

The document addresses how to map financial instruments across identifiers used by data vendors and standards, including provider codes and ISINs. The answer points to commercial reference-data sources as possible ways to obtain mappings, while noting that…

Multi-assetMarket microstructure
Quant Q&A

The document considers how to optimize a portfolio over a short horizon when hedge fund or other illiquid asset indices are available only at low frequency. It questions whether monthly observations provide enough data for a two-year estimate and rejects…

Multi-assetPortfolio constructionStatisticsBacktesting
Quant Q&A

The discussion outlines ways to separate currency effects from local-market allocation and security selection when portfolio and benchmark weights and returns are available. One approach measures currency value added with a simple currency attribution, then…

Multi-assetForexEquitiesPortfolio construction
Quant Q&A

The document is a question about selecting discount curves for pricing government bonds across developed and emerging markets. It contrasts using overnight index swap rates for each currency with constructing curves from government zero-coupon rates, and…

Fixed incomeMulti-assetStatistics
Quant Q&A

The document describes a barrier reverse convertible linked to several underlyings, including a basket, with a coupon, a European barrier, and repayment tied to the worst-performing asset if a barrier condition is met. The proposed decomposition is a…

OptionsEquitiesDerivatives pricingRisk management
Quant Q&A

The document asks whether audited financial statements or other credible public evidence can verify Renaissance Technologies’ reported success. Its answer explains that a private hedge fund generally need not publish audited statements for the public, though…

EquitiesMulti-assetStatistics
Quant Q&A

The document addresses how to group countries as developed or emerging for a cross-country study of anti-corruption law adoption. It notes that there is no single official classification that all researchers must use. Instead, the choice of classification…

Multi-assetStatistics
Quant Q&A

The document asks how investors could trade exposure to the number of beds in purpose-built student accommodation, treating bed count as the underlying rather than seeking exposure to rental income or total returns. The response says a bespoke instrument…

Multi-assetPortfolio construction
Quant Q&A

The document asks how portfolio construction can limit reliance on expected-return estimates, which are subjective and can make mean-variance optimization highly sensitive to inputs. Minimum-variance optimization removes expected returns from its objective,…

Portfolio constructionRisk managementMulti-assetStatistics