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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 explains how different exchange hours can make daily returns across regions appear misaligned. News arriving after one market closes may be reflected in another market’s same-day return but only in the first market’s next session. Comparing…

BacktestingStatisticsMulti-assetEquities
Quant Q&A

The document asks whether single-period Markowitz mean-variance optimization is theoretically suitable for portfolios containing assets with different cash-flow and maturity structures. It highlights that bonds pay coupons, mature, and respond to…

Multi-assetFixed incomePortfolio constructionRisk management
Quant Q&A

The document interprets a formula for the weight of one asset in a two-asset portfolio optimized for risk-adjusted return. It examines how the allocation depends on both assets’ expected returns, their variances, and their covariance, with the question…

Portfolio constructionRisk managementStatisticsMulti-asset
Quant Q&A

The document asks whether Merton’s result for the continuous-time limit of a single asset price process extends to multiple assets. Under specified assumptions, the referenced result characterizes the limiting process as an Itô process when rare events are…

Multi-assetStatisticsDerivatives pricing
Quant Q&A

The document asks how to apply a scenario in which the stock portion of a portfolio falls while the bond and commodity positions are left unchanged. It illustrates a direct repricing approach: apply the assumed percentage loss to the stock holding, retain…

Portfolio constructionRisk managementMulti-assetEquities
Quant Q&A

The question asks whether daily returns across asset classes have measurable differences in time-series behavior, distributions, trader composition, and relationships with macroeconomic variables. It gives examples of possible contrasts, such as whether an…

Multi-assetStatisticsVolatilityFixed income
Quant Q&A

The document asks how to generate monthly forecasts for interest rates, inflation, and unemployment while preserving their relationships in Monte Carlo simulations. It describes using a covariance matrix to represent the variables’ joint dependence, then…

StatisticsBacktestingMulti-asset
Quant Q&A

The document surveys public and commercial sources for historical nominal yield curves across countries. It distinguishes fitted constant-maturity zero-coupon or par curves from generic benchmark bond yields, which usually track on-the-run securities and are…

Fixed incomeMulti-assetBacktesting
Quant Q&A

The document asks where researchers can obtain inexpensive or free hedge fund and commodity trading advisor data. It mentions EDHEC and mutual fund data from Yahoo Finance as starting points, then reports several replies naming additional sources. These…

Multi-assetStatistics
Quant Q&A

The document explains the meaning of state-contingent prices in a two-period asset-pricing setup. A security associated with a particular future state pays one unit if that state occurs and nothing in other states; its price today is the price of that…

Multi-assetDerivatives pricingStatistics
Quant Q&A

The document asks which utility function is appropriate for evaluating multi-asset funds using historical return distributions across different levels of risk aversion. It compares constant relative risk aversion (CRRA) utility with quadratic utility and…

Multi-assetPortfolio constructionStatistics
Quant Q&A

The document distinguishes risk parity from simply assigning equal asset volatilities. A portfolio’s total volatility is derived from its covariance matrix, and each asset’s risk contribution is its weight multiplied by its marginal contribution to portfolio…

Portfolio constructionRisk managementStatisticsMulti-asset
Quant Q&A

The note derives the Black–Litterman risk-aversion coefficient from the market portfolio’s equilibrium weights and implied excess returns. Starting from the unconstrained mean–variance objective, its first-order solution gives implied returns as risk…

Multi-assetPortfolio constructionRisk management
Quant Q&A

The document presents an interview prompt about constructing a risk-neutral trade based on the difference between the two-year-to-ten-year interest-rate spreads in Germany and the United States. It asks what “risk neutral” should mean in a trading interview,…

Fixed incomeMulti-assetForexRisk management
Quant Q&A

The document introduces the term quant and offers a broad definition: a quant applies mathematical modeling to financial markets, data, or complex instruments. It also lists a role taxonomy associated with Mark Joshi, including front-office,…

Multi-assetStatisticsMachine learning
Quant Q&A

The discussion surveys alternatives to Bloomberg for traders and quantitative funds that need both historical prices and instrument reference data, such as futures multipliers, contract identifiers, and ETF costs. Suggested providers include Eikon, TickData,…

Multi-assetFuturesEquitiesMarket microstructure
Quant Q&A

The note surveys ways to identify changes in correlation between asset return series and cautions against assuming that one historical window will always be suitable. Suggested diagnostics include formal changepoint analysis, shifts in covariance…

Multi-assetStatisticsRisk managementPortfolio construction
Quant Q&A

The document considers estimating a sequence of covariance matrices from asset returns while limiting each estimate to a fixed number of recent observations. The motivating example uses a 20-observation half-life and caps each window at 40 observations,…

StatisticsRisk managementMulti-asset
Quant Q&A

This discussion outlines possible reasons a value-at-risk estimate may be too high or too low when evaluated against later portfolio outcomes. It emphasizes that VaR depends on the assumed distribution and method, and that in-sample market behavior may…

Risk managementBacktestingStatisticsVolatility
Quant Q&A

The document explains the market phrase “risk proxies” in the context of currencies and other asset classes. It uses the term for assets that tend to be treated as risky: emerging-market currencies are described as vulnerable during economic trouble, while…

ForexFixed incomeMulti-asset
Quant Q&A

The document discusses alternatives for rebuilding long-run historical asset return series after discontinuation of the Stocks, Bonds, Bills, and Inflation Yearbook. It identifies candidate sources for several categories: broad large-cap stocks, Fama–French…

Fixed incomeMulti-assetUS marketsStatistics
Quant Q&A

The response outlines an R workflow for a research project with long daily histories from many countries and separate exchange-rate files. It recommends learning data frames and using tidyverse tools, especially dplyr and tidyr, to combine CSV data in…

StatisticsMulti-asset
Quant Q&A

The document addresses how to represent correlated Brownian shocks for a payoff depending on three underlying assets. The answer recommends applying a Cholesky decomposition to the assets’ covariance matrix. For a symmetric covariance matrix, the lower…

Derivatives pricingStatisticsMulti-asset
Quant Q&A

The document asks whether asset price boom, bust, and recovery cycles can be detected systematically. A response points to a study using an econometric model to predict bubbles and crises, suggesting that its framework may address boom and bust phases. The…

Multi-assetStatisticsEvent-driven