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
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

20,364 documents

Quant Q&A

The document derives the pricing equation for a zero-coupon bond when the short rate follows a Vasicek-style jump diffusion. The rate combines mean reversion, square-root diffusion volatility, and independent Poisson jumps with exponentially distributed…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion asks when it is valid to take the expectation of a stochastic integral as zero. It states a sufficient condition: the adapted integrand must have finite expected integrated square over the interval. Under that condition, the Brownian…

StatisticsRisk management
Quant Q&A

The discussion explains why a high-frequency backtest’s latency assumption should reflect both message timing and the strategy’s sensitivity to event ordering. For spread-crossing or arbitrage strategies, it suggests modeling latency as variable, potentially…

High-frequency tradingBacktestingExecutionMarket microstructure
Quant Q&A

The document explains how to view a fixed-rate bond that the issuer may redeem on specified dates as a bond plus an issuer-held Bermudan call feature. Unlike a holder-exercised option, the issuer’s exercise decision works against the bondholder, so the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document asks whether a policy interest rate can serve as the discount rate in a dividend discount model. The response distinguishes using a rate to discount aggregate cash flows in a macroeconomic asset-pricing study from valuing an individual company’s…

EquitiesStatistics
Quant Q&A

The document examines how to verify two copula properties for the bivariate Clayton model: that the function is non-decreasing in each input and that its one-variable margins are uniform. It distinguishes these checks, showing that boundary identities such…

Statistics
Quant Q&A

Return-based style analysis estimates a manager’s effective exposure to selected asset classes by fitting the manager’s returns to those assets. The response explains that the method commonly uses multivariate linear regression over rolling windows, with…

EquitiesStatisticsPortfolio constructionRisk management
Quant Q&A

A credit index can be compared with a portfolio of single-name credit default swaps that references the same constituents on matching terms. If the index and the component portfolio diverge sufficiently in value, the difference, called skew here, may create…

Fixed incomeArbitrageDerivatives pricingMarket microstructure
Quant Q&A

Short-term interest rate futures imply an average reference rate over each contract period. To estimate the rate expected after a central bank meeting, carry the known pre-meeting rate across the days before the meeting, then solve a day-weighted average…

FuturesFixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains how to create a zero yield curve in QuantLib-Python when zero rates are already available, rather than first bootstrapping them from market quotes and rate helpers. The accepted answer describes supplying maturity dates, corresponding…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document describes a question about US commercial banks’ over-the-counter interest rate derivatives. In the data examined by the author, non-dealer banks have a substantial share of written options relative to their total interest rate derivative…

OptionsFixed incomeUS marketsRisk management
Quant Q&A

The document poses a research question about whether a stock’s price relative to its 52-week high can help explain subsequent returns. The proposed setup uses the price-to-high ratio as a predictor and a forward return, such as the following week’s return,…

EquitiesStatisticsMachine learningBacktesting
Quant Q&A

The discussion addresses how to compare a resampled efficient frontier (REF) with standard mean–variance optimization (MVO) when expected returns and a covariance matrix are available but future outcomes are not. It presents two sharply conflicting views of…

Portfolio constructionStatisticsRisk managementBacktesting
Quant Q&A

The document distinguishes two connected ideas in no-arbitrage option pricing. Risk-neutral valuation expresses a derivative’s price as the discounted expectation of its payoff under risk-neutral probabilities, linking a payoff to a price. A replicating…

OptionsDerivatives pricingRisk management
Quant Q&A

The document clarifies that a partial differential equation’s linearity depends on how it involves the unknown function and its derivatives, not simply on whether volatility is constant. In the heat-equation form presented, the unknown and its time and…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains a simple way to generate two non-stationary time series that are cointegrated. Start with a series containing a unit root, such as a random walk, then form a second series by adding a stationary process. The shared stochastic trend…

StatisticsPairs tradingBacktesting
Quant Q&A

The document investigates why a QuantLib bootstrap for Singapore’s SORA overnight curve matches quoted rates at short maturities but diverges from the input quotes at longer maturities. The proposed diagnosis is a mismatch in floating payment frequency: the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether observations of a hitting time can establish that its population mean is infinite, even when the exact distribution is unknown and a Lévy fit is poor. The response argues that no distribution-free test can distinguish an…

StatisticsRisk management
Quant Q&A

The document examines an R example that assigns long and short positions from buy and sell signals, carries the latest signal forward, multiplies it by discrete close-to-close returns, and exponentiates the cumulative sum. The replies explain why the…

BacktestingStatisticsRisk management
Quant Q&A

The discussion asks whether trade and order-book data can reveal when a large order was split into smaller executions. It distinguishes identifying one participant’s activity from grouping executions caused by a single marketable order. Order identifiers do…

Market microstructureExecutionHigh-frequency tradingEquities
Quant Q&A

The question outlines a Monte Carlo approach to option-adjusted spread (OAS) for a mortgage-backed security: simulate interest rates, derive mortgage rates along each path, project cash flows, discount them, average the resulting values, and find the spread…

Fixed incomeOptionsDerivatives pricingStatistics
Quant Q&A

The discussion compares ways to define bond carry, especially the proposed measure of yield minus repo financing. One answer distinguishes cash income after financing—coupon less repo—from a broader return measure that can include pull to par and yield curve…

Fixed incomeCarryRisk management
Quant Q&A

The discussion asks how to build a static hedge for an up-and-out call on the S&P 500. Its central point is that European options alone generally cannot provide an exact static hedge for a barrier option. A barrier’s payoff depends on whether and when the…

OptionsDerivatives pricingRisk management