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
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
WonderTrader
14 documents
Alphalens
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

10,263 documents

Quant Q&A

The document explains why a delta-gamma-theta estimate can differ from an option’s actual price change when the underlying price moves substantially. The approximation combines the first-order delta effect and second-order gamma effect of a stock-price move…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks whether a one-factor Hull–White interest-rate model can price a European swaption that includes a floor on its floating leg while matching both swaption volatility and LIBOR volatility. The response says that fitting the floor or cap market…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains why a Treasury futures conversion factor should not be treated as a general estimate of a deliverable bond’s current price. The factor is based on a standardized 6% yield convention, while the question’s proposed alternative would vary…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The note explains how practitioners should choose finite-difference bumps when calculating time-sensitive option Greeks and related risk measures. A bump should be large enough to avoid numerical noise yet small enough to represent the sensitivity of…

OptionsDerivatives pricingRisk managementFixed income
Quant Q&A

The discussion considers whether tree and finite-difference methods can price convertible bonds whose call, put, or conversion-reset rules depend on past stock prices and allow early exercise. The central method is to add auxiliary state variables that…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks why formulas connecting local volatility to implied volatility appear to give zero volatility when the underlying price equals the strike. That apparent result would make the equations seem unusable for at-the-money options, and values near…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document addresses the sign of interest rate sensitivity, or rho, for call and put options. It identifies a likely typographical mistake in a cited book: under the standard setup discussed, call rho is positive and put rho is negative. The explanation…

OptionsDerivatives pricing
Quant Q&A

The document compares a six-month Eurodollar futures contract with a forward contract at the same quoted rate. Its main pricing distinction is daily marking to market: futures gains and losses must be invested or funded as rates move, while a forward…

FuturesFixed incomeDerivatives pricingRisk management
Quant Q&A

The answer shows how to price a European average-price call option using QuantLib’s continuous geometric averaging Asian option class. It sets up a call payoff and European exercise date, then supplies an initial asset value, constant volatility, and flat…

OptionsDerivatives pricingStatistics
Quant Q&A

The document reconciles two expressions for estimating the present value of dividends from option prices. It states European put-call parity in terms of the spot price, strike, discount factor, call price, and put price, then rearranges the relationship to…

OptionsDerivatives pricingStatistics
Quant Q&A

The problem describes a European call that must be sold if an independent event occurs, at the lower of its current value and its original purchase price. One response reframes the contract as a standard call minus the value of a compound call written on…

OptionsDerivatives pricingBacktestingStatistics
Quant Q&A

The discussion surveys products outside plain-vanilla swaps, swaptions, caps, and floors, while noting that the examples are not all specific to interest rates. It briefly defines Asian, Bermudan, digital, barrier, and window-barrier options, then describes…

OptionsFixed incomeDerivatives pricingRisk management
Quant Q&A

The discussion considers why option-pricing models commonly use stock-return processes with finite variance, even when heavier tails are desired. It gives several explanations: the historical influence of Black–Scholes, mathematical and computational…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The discussion examines how to estimate the six-month roll-down of a five-year interest rate swap. It challenges simply subtracting a five-year spot rate and a four-and-a-half-year spot rate, then explains how to represent the original swap after time…

Fixed incomeDerivatives pricingCarryBacktesting
Quant Q&A

The discussion asks whether historical stock returns can be used to estimate volatility skew across option strikes. It distinguishes estimating at-the-money volatility from determining how implied volatility varies for out-of-the-money puts and calls, and…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document asks how to price options quickly during model calibration, comparing the Carr–Madan and COS methods. It highlights Variance Gamma models with stochastic arrivals and related models where cumulants may not be available in closed form. The…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document investigates why a VIX-like volatility estimate calculated from option prices can fall below the volatility used to generate synthetic options. The example uses Black–Scholes prices with constant volatility, zero interest rate, and zero cost of…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document discusses numerical pricing accuracy in the Heston stochastic volatility model, especially for very far out-of-the-money options near expiry. It contrasts a reported Gaussian quadrature error with option prices smaller than that error, raising…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document compares the time values of equally deep in-the-money European calls and puts with no dividends, using strikes the same dollar distance from spot. It applies put-call parity to split the difference in spot-based time values into a discounting…

OptionsDerivatives pricingVolatility
Quant Q&A

The document defines option open interest as the number of contracts that remain open, rather than the net difference between long and short positions. A contract is counted when one party holds a long position and another a short position; open interest…

OptionsDerivatives pricingMarket microstructure
Quant Q&A

The document explains why a Black–Scholes theta estimate can exceed an option’s current value without implying that the option will actually become negative. The closed-form theta is an instantaneous derivative, commonly stated per year; multiplying it by a…

OptionsDerivatives pricingVolatility
Quant Q&A

The answer explains how a weekend-adjusted payment date usually affects the timing of a bond coupon without changing its amount. For a regular semiannual period, the coupon is generally based on the scheduled coupon period and remains the regular half-year…

Fixed incomeDerivatives pricing
Quant Q&A

The discussion considers pricing mark-to-market (MtM) basis cross-currency swaps and using their market quotes to derive collateralized discount curves when constant-notional swap data is unavailable. It references a multi-curve framework and an analytical…

ForexFixed incomeDerivatives pricingRisk management
Quant Q&A

The document works through the affine bond-price form for the Ho-Lee short-rate model, where the short rate has a time-dependent drift and constant volatility. Substituting the model’s coefficients into the ordinary differential equations for A and B gives a…

Fixed incomeDerivatives pricingStatistics