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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
Quantpedia
86 documents
TqSdk
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
Quantopian lectures
45 documents
Binance API docs
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 considers whether a two-asset European basket option can be reduced to a single underlying option by combining the assets’ local volatilities with their weights and a constant correlation. The response says the proposed expression is a variance…

OptionsDerivatives pricingVolatilityMulti-asset
Quant Q&A

The document asks how to adapt a globally diversified portfolio of US-listed funds for an investor in Europe who would prefer euro-denominated products. The portfolio spans international and emerging-market bonds, commodities, gold, global and US equities,…

Multi-assetPortfolio constructionFixed incomeEquities
Quant Q&A

The document explains why diversification may provide less protection in market stress than a portfolio model calibrated during calm periods would suggest. When covariance between assets rises, the off-diagonal terms in portfolio variance increase and reduce…

Portfolio constructionRisk managementStatisticsMulti-asset
Quant Q&A

The document asks whether a global tactical equity allocation model should compare country equity returns in local currency, currency-hedged form, or unhedged form. The model may already include currency positions, so the choice concerns which return series…

EquitiesMulti-assetPortfolio constructionRisk management
Quant Q&A

The document asks whether there is a specific term for investment funds that do not disclose their holdings to customers, drawing an analogy with dark pools, where trading interest is hidden from market participants. The accepted response says that “hedge…

Multi-asset
Quant Q&A

The document derives the risk-neutral price of a claim that pays the value of one asset when a second asset finishes below a strike. The key assumption is that the assets follow independent geometric Brownian motions. Conditional on current information,…

OptionsDerivatives pricingMulti-asset
Quant Q&A

To update portfolio weights after a period of asset returns, multiply each starting weight by one plus that asset’s return. These products represent the assets’ ending values relative to the portfolio’s initial total value. Sum the products to find the…

Portfolio constructionPosition sizingMulti-asset
Quant Q&A

The note considers mean–variance portfolio optimization when assets trade during different hours, leaving many hourly return observations unavailable or recorded as zero. The questioner worries that treating closed-market periods as zero returns can…

Multi-assetPortfolio constructionStatisticsRisk management
Quant Q&A

The document outlines a practical way to consolidate risk measures for a multi-market options portfolio. Its central recommendation is to separate security-level risk calculations from products and reports: calculate exposures in a shared system, store…

OptionsMulti-assetRisk managementPortfolio construction
Quant Q&A

The document proposes open infrastructure for retail users building market data repositories. Its main components are a memorable instrument naming scheme, mappings that let users request data through different providers with the same symbol, and a…

Multi-assetEquities
Quant Q&A

The question challenges the use of return standard deviation as the sole basis for allocating capital across uncorrelated assets. It asks what principles might support equal weights, growth-based weights, or another allocation rule when conventional…

Portfolio constructionRisk managementMulti-asset
Quant Q&A

The document compares adding long- or short-duration Treasuries to an equity portfolio, including whether to use leverage. For an investor optimizing across stocks and both bond maturities, the first answer recommends evaluating expected returns, risks, and…

Multi-assetFixed incomeEquitiesPortfolio construction
Quant Q&A

The document describes a multinational consolidation path from a USD functional currency in El Salvador through GBP books in the UK and back to USD books in the US. It reports that USD transactions can return at a different amount after translation, giving…

ForexMulti-assetStatistics
Quant Q&A

The document addresses the challenge of comparing Tobin’s Q across countries when direct data are unavailable. It notes that data needed to calculate the ratio are often missing, particularly for emerging markets, making broad country rankings difficult to…

EquitiesStatisticsFactor investingMulti-asset
Quant Q&A

The document asks whether skilled traders with little capital can exploit unusually large inefficiencies that are inaccessible to large firms. One response argues that small opportunities are not necessarily overlooked: firms with strong research and trading…

Multi-assetMachine learningExecutionBacktesting
Quant Q&A

The note identifies a payoff equal to the positive difference between two asset prices at maturity as an exchange option. This is equivalent to a call on one asset priced in units of the other, with a zero strike. For a maturity of three years in the stated…

Derivatives pricingOptionsMulti-asset
Quant Q&A

The note explains how a portfolio gain process can be written using undiscounted asset prices while still displaying excess returns over the risk-free rate. It starts from risky assets whose proportional returns contain drift and diffusion terms, then…

Multi-assetPortfolio constructionStatistics
Quant Q&A

The document answers a request for a free tool or credible chart to support portfolio construction using modern portfolio theory. It points to R software for analyzing portfolio performance and specifying portfolio optimization, and names additional R…

Portfolio constructionMulti-assetEquitiesFixed income
Quant Q&A

The document raises questions about risk-neutral dynamics for two correlated risky assets and for a claim defined as their sum. It proposes adding the assets’ stochastic differentials, then asks whether dividing by the claim value implies that its drift must…

Derivatives pricingStatisticsMulti-asset
Quant Q&A

Market closes occur at different times across regions, so daily returns for highly related assets may reflect different information windows. This timing mismatch can depress measured correlations between markets, such as Japan and the United States, and…

Multi-assetPortfolio constructionRisk managementStatistics
Quant Q&A

The document explains how to value a European option with payoff max(S1 − K·S2, 0) when both assets follow geometric Brownian motion under Black–Scholes assumptions. It presents two equivalent viewpoints: treat the payoff as a rainbow option on S1 and K·S2,…

OptionsMulti-assetDerivatives pricingVolatility
Quant Q&A

The question seeks transparent country-level indicators for screening investment destinations, with the ability to inspect or reweight the underlying analysis. It mentions broad economic and social measures such as health, education, taxes, and employment,…

Fixed incomeMulti-assetRisk management
Quant Q&A

The document addresses where to obtain fee data for exchange-traded funds and mutual funds, with an emphasis on sources that offer machine-readable data. It points to Morningstar and Lipper for broad fund coverage, and names FactSet, ETF.com, and ETF…

Multi-asset