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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
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

5,701 documents

Quant Q&A

The document discusses ways to reduce sampling noise when simulating a Cox–Ingersoll–Ross interest rate process for option valuation. It recommends quasi-random sequences, with Niederreiter sequences given as an example, and control variates, suggesting a…

Fixed incomeOptionsDerivatives pricingStatistics
Quant Q&A

The document distinguishes a forward price from a forward interest rate. A forward price is the amount agreed today for purchasing an asset at a future date; a forward rate is an interest rate set today for borrowing over a future period. Although bond…

Fixed incomeDerivatives pricingArbitrage
Quant Q&A

The document compares an equal-strike interest rate floor with a receiver swaption on the same underlying forward rate exposure and asks which is more valuable. Under single-curve pricing, the receiver swaption’s payoff is no greater than the sum of the…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document considers how to fill gaps in cumulative default probability data across maturities and credit ratings. One proposed framework is to choose a probability matrix that stays close to a target, such as a calibrated estimate or a smoothness…

Fixed incomeStatisticsRisk management
Quant Q&A

Yield curve PCA needs observations on a consistent tenor grid, but some markets have quotes at only a few maturities. The note compares running PCA on the sparse observed points with interpolating or extrapolating rates to create a fuller grid. The choice of…

Fixed incomeStatisticsRisk management
Quant Q&A

The document explains why a bond futures contract may permit delivery of several eligible bonds instead of naming one specific issue. If a particular bond becomes scarce or unusually expensive relative to comparable bonds, restricting delivery to that issue…

FuturesFixed incomeMarket microstructureRisk management
Quant Q&A

The note asks why fixed-income practitioners use duration times credit spread, often called spread duration times spread, while an equivalent duration-times-yield measure is uncommon. It compares the rationale given for spread duration times spread with the…

Fixed incomeStatisticsRisk management
Quant Q&A

The document considers whether a Libor Market Model volatility function, built from a maturity-dependent linear term multiplied by an exponential and then shifted by a constant, remains bounded. It assumes the parameters and the rate’s maturity are constants…

Fixed incomeVolatilityStatistics
Quant Q&A

The document introduces the interpretation of a longer-tenor overnight indexed swap (OIS) rate. An OIS exchanges a fixed cash flow against a floating leg based on daily overnight rates; the cited answer identifies the Federal Funds Effective Rate and an…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains why rising real yields make it more expensive for companies and consumers to borrow. A bond’s coupon divided by price is only a rough running-yield measure; for a zero-coupon bond, the price of a fixed future payment falls as its yield…

Fixed incomeRisk management
Quant Q&A

The document asks whether a lender and an equity holder in a simplified collateralized loan obligation should value their claims using the same risk-neutral probability measure. The lender receives an agreed payment ahead of the borrower, who keeps the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document asks how to compare daily five-day volatility estimates for two countries’ benchmark government bonds. Because both series use rolling windows, adjacent observations share most of their underlying price data and are serially dependent. Simply…

Fixed incomeVolatilityStatistics
Quant Q&A

The document addresses whether MATLAB’s one-dimensional interpolation function can produce cubic spline interpolations for yield curve data. The response says that the built-in spline method is suitable for interpolating sampled curve values and identifies…

Fixed incomeStatistics
Quant Q&A

A Bermudan swaption allows exercise on multiple specified dates, giving it more exercise flexibility than a European swaption. The document notes that these products are actively traded rates volatility instruments and are used in callable bond structures: a…

OptionsFixed incomeVolatilityDerivatives pricing
Quant Q&A

The document explains how to revalue a swaption one week after observing its implied volatility in a rates volatility cube. The option retains its underlying forward swap and strike, while its remaining expiry shortens. Its value at the later date is…

OptionsFixed incomeVolatilityDerivatives pricing
Quant Q&A

The document explains how prices of European receiver swaptions relate to the risk-neutral distribution of the underlying swap rate. It corrects the idea that an out-of-the-money premium, compared directly with an at-the-money premium, gives the probability…

Fixed incomeOptionsDerivatives pricingStatistics
Quant Q&A

The document considers whether borrowing at a low nominal rate and buying goods whose prices rise with inflation creates an arbitrage. The answer explains that a consumer price basket is not a readily tradable investment: it includes perishable goods and…

ArbitrageFixed incomeUS markets
Quant Q&A

The document examines a covered interest parity example involving Australian and US interest rates and a spot exchange rate quoted in US dollars per Australian dollar. The example applies the rate differential over the contract term to derive a forward…

ForexCarryArbitrageFixed income
Quant Q&A

The document asks how to translate a 90-day SOFR market rate into a comparable three-month LIBOR rate. It highlights a key timing distinction: SOFR for the accrual period is compounded in arrears, so the realized period rate is not known until the period…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document discusses Hull’s formula for estimating a portfolio’s high-confidence default rate over a fixed horizon. It applies the inverse normal distribution to the probability of default and confidence level, with asset correlation entering through a…

Fixed incomeRisk managementStatistics
Quant Q&A

The note explains a discrepancy between manually interpolated annual-compounded zero rates and rates returned between curve pillars by QuantLib. The key point is that the curve interpolates continuously compounded zero rates, even when its configured…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document frames a portfolio stress test for zero-coupon bonds using key-rate DV01 exposures. Each maturity bucket has minimum and maximum allowed DV01 bounds, and the sum of the bucket exposures is subject to an overall limit. Given a stress vector…

Fixed incomeRisk managementPortfolio construction
Quant Q&A

The document explains that short-rate models describe the evolution of an instantaneous interest rate and use it to derive discount factors as expected accumulated discounting over time. Because the instantaneous rate is not directly observable, the response…

Fixed incomeOptionsDerivatives pricingStatistics
Quant Q&A

The document explains how to relate a short-rate model, such as Hull–White, to a simulated overnight rate. The central distinction is that the model’s one-day zero-coupon bond price is a discount factor, not itself the overnight rate. For a simply compounded…

Fixed incomeStatistics