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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

5,701 documents

Quant Q&A

The document responds to a beginner’s difficulty identifying widely traded ETF symbols by outlining how funds can be grouped into asset classes and investment styles. One answer points to a commercial fund-classification service and gives an example of how a…

Multi-assetEquitiesFixed incomeCommodities
Quant Q&A

The document explains how a European call behaves in the Black–Scholes setting when volatility is zero. With no dividends, the stock follows a deterministic path growing at the risk-free rate. The call’s payoff is therefore known at expiry; discounting that…

OptionsDerivatives pricingRisk managementFixed income
Quant Q&A

The document explains why option pricing can use an equal-probability illustration for upside and downside outcomes even when historical returns are asymmetric. It distinguishes the risk-neutral measure used to price derivatives from historical return…

Derivatives pricingOptionsFixed incomeArbitrage
Quant Q&A

The document examines how to calculate vega sensitivity under the Basel Fundamental Review of the Trading Book standardized approach. The question contrasts multiplying Black–Scholes vega by implied volatility expressed as a decimal with an example using a…

Risk managementVolatilityDerivatives pricingFixed income
Quant Q&A

The document discusses two interest-rate products that pay based on absolute changes in future rate volatility. One references successive six-month LIBOR changes; the other references changes in a long-dated forward-start swap rate and includes capital…

Fixed incomeVolatilityDerivatives pricingRisk management
Quant Q&A

The document poses a static arbitrage problem using a contract that pays a negative logarithm of the terminal underlying price, a forward contract, and a discount bond. Given prices for the three traded assets, it infers the underlying’s spot value from the…

ArbitrageDerivatives pricingFixed income
Quant Q&A

The document seeks monthly market capitalization data for a set of equity, commodity, bond, and real estate indices. The intended use is to construct a value-weighted benchmark across asset classes for portfolio optimization and to estimate returns with…

Multi-assetPortfolio constructionFixed incomeEquities
Quant Q&A

The document asks how to implement Rebonato’s approximation for swaption volatility in C++. The formula combines swap weights, forward rates, correlations, and the integrated products of forward-rate volatilities. With piecewise-constant volatilities, each…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

A defaultable bond’s market price reflects interest rates, the probability of default, and the value expected after default, represented by recovery or loss given default. The relative influence of these factors changes with credit quality: interest rates…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document outlines a framework for measuring corporate bond credit risk through CDS spreads. It describes deriving default and survival probabilities from CDS quotes, then pricing bond cash flows with risk-free discounting and a recovery component. Since…

Fixed incomeRisk managementDerivatives pricingPortfolio construction
Quant Q&A

The document asks whether swap rates with different fixed-leg payment frequencies should be adjusted before bootstrapping zero curves intended for comparison. It contrasts annual fixed payments for euro swaps with semiannual fixed payments for US dollar…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document explains how Bloomberg’s bond “true yield” accounts for payment dates adjusted for weekends and holidays. Its central claim is that the yield calculation retains the bond’s original day-count convention, while shifting discount periods to…

Fixed incomeUS marketsStatistics
Quant Q&A

The discussion distinguishes bond valuation from portfolio weighting. A bond’s quoted clean or dirty price is a percentage of par, so multiplying that price by the notional held gives the market value of the position. For a portfolio’s dollar value,…

Fixed incomeRisk managementPortfolio construction
Quant Q&A

The discussion classifies second-order partial differential equations as elliptic, parabolic, or hyperbolic, then connects those types to financial models. Option values derived from Itô processes generally have a first-order time derivative and second-order…

OptionsDerivatives pricingStatisticsFixed income
Quant Q&A

The discussion derives the drift of a pricing kernel formed by multiplying a state-dependent discount factor by a function of state variables that follow Itô processes. The key point is that the accumulated integral of the discount rate has finite variation:…

Derivatives pricingStatisticsFixed income
Quant Q&A

The document considers the data needed for a Dynamic Nelson-Siegel relative-value model, with emphasis on whether zero-coupon rates reflect traded instruments or are interpolated. For US Treasuries, coupon and principal STRIPS are identified as traded…

Fixed incomePortfolio constructionStatistics
Quant Q&A

The document explains why yield movements can be a more useful basis than price returns when evaluating a bond hedge. A bond’s value and realized profit or loss ultimately depend on price, but bond prices respond to movements in the yield curve. When hedging…

Fixed incomeRisk managementStatistics
Quant Q&A

The document outlines a calculation for pricing an at-the-money interest rate cap under the Vasicek short-rate model. It derives zero-coupon bond prices from affine term-structure functions, uses those prices to calculate quarterly simple forward rates and…

Fixed incomeDerivatives pricingOptions
Quant Q&A

The document explains how repo financing can make a small Treasury cash-and-futures basis return attractive. The relevant comparison is between the implied financing rate embedded in the bond-futures trade and the actual repo borrowing rate: the residual…

Fixed incomeFuturesArbitrageRisk management
Quant Q&A

The document explains a 2018 rise in long-term Treasury yields and asks whether market-driven increases in borrowing costs amount to an organic tightening of monetary conditions. The accepted response separates possible causes: it treats fiscal-deficit…

Fixed incomeUS marketsRisk managementStatistics
Quant Q&A

The document explains why par yields can sit below zero-coupon yields when the yield curve slopes upward. Zero rates over longer maturities reflect compounded averages of shorter-period forward rates. When those forward rates rise with maturity, averaging…

Fixed incomeStatistics
Quant Q&A

The document addresses how to select a risk-free return when portfolio performance is measured monthly. Its central point is that a five-year Treasury yield does not provide a known risk-free return over a one-month holding period: the bond’s market price…

Fixed incomePortfolio constructionRisk managementStatistics
Quant Q&A

The document outlines a way to estimate a five-year UK gilt yield, and a potential futures price, when the contract is illiquid and only a few related market quotes are available. It first fits a US Treasury curve to short and longer maturity rate…

Fixed incomeFuturesForexDerivatives pricing
Quant Q&A

The document asks how to evaluate a calibrated Cox-Ingersoll-Ross short-rate model against historical observations, noting that the ordinary R-squared from a linearized parameter fit may not provide a meaningful goodness-of-fit measure. The response does not…

Fixed incomeStatisticsBacktestingDerivatives pricing