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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 document considers an equal-weighted composite of regional equity indexes that have different market holidays. It asks how to handle dates when one region has no observation, noting that simply removing the unavailable index and recalculating the weights…

Multi-assetEquitiesStatisticsPortfolio construction
Quant Q&A

The document explains a workflow for retrieving historical daily closing levels for total-return and other indices through Bloomberg's Excel tools. The user seeks daily observations for several regional equity and bond benchmarks that ETFs track, having…

Multi-assetFixed incomeEquities
Quant Q&A

The document considers doubling exposure to a diversified permanent-portfolio variant holding equities, long-term government bonds, gold, and real estate. Its proposed construction uses deep in-the-money call options intended to have deltas near one, with…

Multi-assetOptionsPortfolio constructionRisk management
Quant Q&A

The document concerns possible extensions to an undergraduate study of firm-level contagion during a financial crisis. The proposed baseline is to measure company performance, such as stock returns, and explain cross-sectional differences using firm…

EquitiesMulti-assetStatisticsFactor investing
Quant Q&A

The document considers daily price series for assets traded in markets with different opening and closing times. Such noncontemporaneous observations can create lagged cross-correlations—for example, one market's current return may align with another…

Multi-assetStatisticsRisk management
Quant Q&A

The document describes unusually high one-year government bond yields relative to nearby maturities in Switzerland and Denmark, based on rates observed in 2012. The curve points are presented as traded yields rather than rates synthetically compounded from…

Fixed incomeEvent-drivenMulti-asset
Quant Q&A

The document derives the correlation between one asset and a portfolio formed from two other assets. It defines the portfolio as a weighted combination of the two holdings, then applies covariance linearity to express the portfolio’s covariance with the…

Portfolio constructionStatisticsMulti-asset
Quant Q&A

The question concerns historical rate data needed to estimate volatility in a model using instantaneous forward rates at different observation dates and relative maturities. The response says the referenced chart already reports instantaneous forward rates…

Fixed incomeVolatilityStatisticsMulti-asset
Quant Q&A

The document explains how the price of the same product in different countries can be used to form a purchasing-power-parity comparison. The suggested procedure is to infer an exchange rate from the product prices, then compare that implied rate with the…

ForexStatisticsMulti-asset
Quant Q&A

The document outlines a tactical allocation process for a fully invested portfolio spanning domestic and international equities, domestic fixed income, and foreign currencies. Managers express relative views on a discrete scale, including an equity…

Multi-assetPortfolio constructionRisk managementBacktesting
Quant Q&A

This exchange recommends The Rise of Carry to readers seeking an account of how markets and economies changed over roughly two decades, including central-bank policy, quantitative easing, low yields, and stimulus. The recommendation frames the book as a…

Multi-assetFixed income
Quant Q&A

The document addresses how to extend a single-asset Heston quadratic-exponential simulation to multiple correlated assets. Its central step is to generate independent standard normal draws at each time step, then transform them using a matrix square root of…

Multi-assetDerivatives pricingStatistics
Quant Q&A

The document discusses selecting historical index data for testing portfolio optimization methods and benchmarking a 60/40 equity and fixed-income allocation. It emphasizes that the appropriate series depends on the portfolio the simulation is meant to…

EquitiesFixed incomeMulti-assetPortfolio construction
Quant Q&A

The document considers how to include single-name emerging-market corporate bonds in a multi-asset portfolio when their histories are short, missing, or unreliable and trading is illiquid. Because these holdings make up a material share of the portfolio,…

Fixed incomeMulti-assetPortfolio constructionRisk management
Quant Q&A

The document points researchers to regulatory filings for comparing the derivatives books of large US banks. It identifies the National Information Center as a source of downloadable institution data and highlights Form FR Y-9C, which reports gross notional…

Multi-assetDerivatives pricingUS markets
Quant Q&A

The document surveys reported portfolio construction approaches at several robo-advisors and asks whether firms rely only on Modern Portfolio Theory or use other methods. The cited descriptions include Black-Litterman expected returns, asset-weight…

Portfolio constructionMulti-assetFactor investingRisk management
Quant Q&A

The document explains why a two-asset portfolio’s usual return versus standard-deviation curve depends on asset means, variances, and covariance. With those quantities fixed, Pearson correlation determines the covariance term, so additional nonlinear…

Multi-assetPortfolio constructionRisk managementStatistics
Quant Q&A

The document describes how to generate paired observations with specified marginal distributions and dependence structure. Given a bivariate copula, it forms a conditional distribution by differentiating the copula with respect to its first argument.…

StatisticsMachine learningMulti-asset
Quant Q&A

The document considers clustering methods such as k-means and k-medoids in quantitative finance. Its concrete proposed use is to identify market regimes in which relationships between assets may differ. For example, a strategy based on gold hedging equity…

Machine learningStatisticsMulti-assetEquities
Quant Q&A

The document decodes abbreviations in a national statistics trade series label. BOP refers to balance of payments, WW to worldwide, and SA to seasonally adjusted. It explains that CP means current prices: values are reported at the prices prevailing in the…

Multi-assetStatisticsFixed income
Quant Q&A

The document explains how a derivative’s discount curve can depend on which eligible collateral currency is cheapest for the posting party to deliver. Collateral earns its currency’s overnight rate; translating that rate into the derivative currency using…

Fixed incomeMulti-assetDerivatives pricingVolatility
Quant Q&A

The document asks why the Markit and ISM manufacturing purchasing managers’ indexes can report different monthly readings despite both serving as indicators of manufacturing conditions. The response characterizes them as similar economic barometers that use…

Event-drivenMulti-asset
Quant Q&A

The document raises a derivation question for an option that pays the positive difference between two assets at maturity. Starting from the risk-neutral discounted payoff, it splits the payoff into two asset-weighted indicator terms and applies a change of…

OptionsDerivatives pricingMulti-assetStatistics
Quant Q&A

The note explains how a foreign investor can calculate an equity return in their home currency by combining the asset’s local-currency price change with the currency’s exchange-rate change. For an investor measuring returns in US dollars, first express each…

EquitiesForexMulti-asset