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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
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 discussion examines how changing correlation among underlyings can affect a basket autocallable’s value and sensitivities. For a linear basket, higher correlation is described as increasing basket volatility, which can raise the probability of an…

OptionsDerivatives pricingVolatilityMulti-asset
Quant Q&A

The document asks whether a generalized Pareto distribution can serve as a generic return model for Monte Carlo Value at Risk when a portfolio may contain equities, fixed income, alternatives, and derivatives. The response distinguishes risk-neutral drift,…

Risk managementStatisticsDerivatives pricingMulti-asset
Quant Q&A

The document discusses how near-zero yields affect strategic asset allocation, especially for pension funds that use capital market assumptions and constrained mean-variance optimization. It notes that starting bond yields have historically helped forecast…

Multi-assetFixed incomePortfolio constructionRisk management
Quant Q&A

The document discusses discounting choices for cash flows under different collateral arrangements. For a trade with EUR cash collateral that accrues at the relevant overnight rate, the response explains that valuing a USD cash flow involves considering the…

Fixed incomeMulti-assetRisk managementDerivatives pricing
Quant Q&A

The discussion weighs whether studying abstract algebra helps prepare someone for quantitative finance. Contributors distinguish direct job relevance from broader mathematical training: linear algebra is described as essential in finance, while abstract…

Multi-assetStatistics
Quant Q&A

The passage describes a cautious investment climate during the 2010s, linking investor concern about market declines to central-bank actions that supported asset prices and suppressed yields. The explanation identifies low-cost bank funding and bond…

Fixed incomeMulti-assetPortfolio constructionEvent-driven
Quant Q&A

The document describes a question about simulating correlated prices for a portfolio in Excel. It starts with independent standard normal draws, combines them using rows of a Cholesky factor to produce correlated random variables, then uses those variables…

Multi-assetStatisticsPortfolio construction
Quant Q&A

The document raises a question about pricing barrier options on multiple correlated assets. It describes a result from a cited paper: for a barrier option on two assets, two biased estimators can act as upper and lower bounds, with their average used as a…

OptionsMulti-assetDerivatives pricingStatistics
Quant Q&A

The document explains that STOXX and STOXXE may appear as different symbols across data providers, and identifies STOXXE as a euro-denominated European equity benchmark. It also lists several related symbols and describes their broad coverage: a group of…

EquitiesMulti-asset
Quant Q&A

The document derives the stochastic dynamics of a vector of asset prices after discounting by the accumulated risk-free rate. Starting from price dynamics with a vector drift and a matrix of Brownian exposures, it defines the discount factor and applies…

StatisticsMulti-asset
Quant Q&A

The document explains the financial turbulence statistic using a single asset as a simplified case. For one return series, the covariance matrix reduces to variance, its inverse becomes reciprocal variance, and the statistic is the squared deviation of the…

StatisticsRisk managementEquitiesMulti-asset
Quant Q&A

The document explains ways to generate scenarios whose features retain specified marginal distributions or ranges while exhibiting dependence. It warns that applying a Cholesky factor directly to bounded, non-normal variables generally changes their marginal…

Machine learningStatisticsMulti-asset
Quant Q&A

The document asks how to calculate the probability that a weighted basket of assets touches a barrier during a time interval when each asset follows geometric Brownian motion with constant volatility and correlations. The endpoint prices are known, so the…

OptionsDerivatives pricingStatisticsMulti-asset
Quant Q&A

The discussion examines whether an unexpected rise in inflation should prompt investors to reduce a conventional stock-and-bond allocation. Its central point is that 60/40 is not inherently optimal: portfolio weights depend on investor objectives, risk…

Multi-assetEquitiesFixed incomePortfolio construction
Quant Q&A

The document asks how to obtain daily historical observations for the MSCI AC Asia Index, identified by its index number, with a desired history reaching back to 1990. One response points to MSCI’s end-of-day data search and cautions that the available daily…

Multi-assetEquitiesStatistics
Quant Q&A

The discussion considers a portfolio allocated across stocks, high-yield bonds, and commodities, and asks how to estimate its volatility. One response notes that fixed-income returns need to account for bond characteristics such as duration and spread…

Multi-assetVolatilityPortfolio constructionFixed income
Quant Q&A

The document asks whether two-fund separation still applies when a risk-free asset is added to a portfolio of risky assets. The answer says it does: adding the risk-free asset changes the efficient frontier into the capital market line, and investors can…

Portfolio constructionRisk managementMulti-asset
Quant Q&A

The document explains the accounting relationship between a country's current account, financial account, and capital account. In its simplified framing, a trade deficit corresponds to a financial account surplus of equal size, reflecting net foreign…

ForexMulti-assetUS marketsChina markets
Quant Q&A

The document clarifies how to express an investment gain in a different currency. The key step is to convert the absolute profit or loss using the relevant exchange rate, rather than multiply a percentage return directly by the currency conversion factor.…

Multi-assetForexStatistics
Quant Q&A

The document asks why institutional portfolios might hold a sizable allocation to short-term fixed-income instruments, such as repo, while also maintaining a similarly sized unfunded position in another asset class. It distinguishes this allocation from cash…

Fixed incomeCarryPortfolio constructionMulti-asset
Quant Q&A

The document addresses whether cross-sectional asset pricing models such as CAPM and the Fama-French three-factor model require nominal or inflation-adjusted returns. Its central point is that either convention can be used when comparing assets over the same…

StatisticsFactor investingMulti-asset
Quant Q&A

The document asks how to shrink a sample covariance matrix when a constant-correlation target is unsuitable for a portfolio containing different asset classes, such as stocks and bonds. Covariance shrinkage blends sample estimates with a structured target to…

StatisticsPortfolio constructionMulti-assetRisk management
Quant Q&A

The document clarifies how to interpret receiving the basis in a cross-currency basis swap when the basis is quoted on the non-US-dollar leg. It gives a negative JPY/USD basis example: the party borrowing yen pays yen Libor minus the quoted spread and…

Fixed incomeForexMulti-asset
Quant Q&A

The document asks how to calculate the real return, in domestic terms, of an asset priced in a foreign currency. It establishes two ingredients: convert the foreign asset’s nominal price into domestic currency using the exchange rate, and adjust for…

Multi-assetForexStatistics