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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

8,116 documents

Quant Q&A

The document explains why the premium of an at-the-money straddle is not generally equal to the dollar amount of a one-standard-deviation move. At expiry, a straddle pays the absolute distance between the underlying price and the strike. With the strike at…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The note asks how Hanson’s logarithmic market scoring rule (LMSR) produces quoted outcome prices and whether trading pressure shifts prices in a see-saw pattern. The response says that this effect can be moderated by charging a wider spread, with the…

Market makingOptionsMarket microstructure
Quant Q&A

The question describes a path-dependent contract with one payoff if the underlying stays above a barrier and a different payoff if it crosses below it. It asks how to balance the component instruments to give the contract zero initial value and how to solve…

OptionsDerivatives pricingVolatility
Quant Q&A

The exchange concerns pricing an EUR/GBP option when EURIBOR is negative and asks whether converting quoted rates to continuously compounded rates requires taking a logarithm. The answer clarifies that the relevant transformation is the logarithm of one plus…

ForexOptionsDerivatives pricing
Quant Q&A

The document asks how to derive a European call price from its terminal payoff, beginning with the positive part of the difference between terminal asset value and strike. The questioner attempts to reduce the calculation to the probability that the terminal…

OptionsDerivatives pricingStatistics
Quant Q&A

The document raises a question about how volatility affects the value of an in-the-money European call when the underlying return distribution is negatively skewed. The author observes that, under a variance-gamma pricing formula, increasing the volatility…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document examines Black’s approximation for an American call on a stock with a known discrete dividend. The approximation takes the larger of two European call values: one calculated using the stock price reduced by the dividend’s present value, and…

OptionsDerivatives pricingEquities
Quant Q&A

The note explains how to select strikes for a costless collar using gold options. A collar pairs a long put with a short call whose premium offsets the put’s cost. There is an unlimited set of such strike pairs: for each positive put strike, a call strike…

OptionsCommoditiesVolatilityDerivatives pricing
Quant Q&A

The note outlines how to price a European put in a four-month binomial stock model where the share price changes by a fixed amount each month. The stock starts at 100, moves up or down by 10 per step, and the riskless bond compounds at a 5% annual rate. The…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document presents Black-76 formulas for European payer and receiver swaptions, scaling the option payoff by the present value of the underlying swap’s fixed-leg annuity. It defines the forward swap rate, strike, expiry, volatility, compounding frequency,…

Fixed incomeOptionsDerivatives pricingVolatility
Quant Q&A

The document asks whether the stock-and-bond portfolio used to interpret the Black–Scholes call formula remains self-financing as time passes. The proposed hedge holds a quantity of stock linked to the call’s delta and finances part of that position by…

OptionsDerivatives pricingRisk managementPortfolio construction
Quant Q&A

The document considers whether futures options volatility behaves as sticky strike or sticky delta, and why intraday tick data can make the distinction difficult. Options and futures quotes may update at different times, while illiquid markets may not…

OptionsFuturesVolatilityDerivatives pricing
Quant Q&A

The document considers whether two call options can hedge a short call so that the resulting portfolio is both gamma-neutral and vega-neutral. It expresses the hedge as a two-equation linear system, with the other options’ vegas and gammas forming a…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

This exchange examines whether implied volatility can be used to estimate the range of future stock prices. The question raises three concerns: log returns may be modeled as normal while prices are lognormal, the expected return affects longer-horizon…

OptionsEquitiesVolatilityDerivatives pricing
Quant Q&A

The question asks how to model daily SPX implied volatilities across several maturities and moneyness levels, preserving their correlations and incorporating jumps linked to recurring events such as economic releases and dividends. The proposed goal is to…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains how to obtain the terminal asset-price density from the second derivative of a European call price with respect to strike. It starts from the discounted payoff integral and its first strike derivative, which is minus the discounted…

OptionsDerivatives pricingStatistics
Quant Q&A

The document considers filling missing market-maker bid and ask values across strikes and maturities when historical option prices are available for all liquid contracts and fair quotes exist for only some. It covers both European options, for which the…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains why co-terminal European swaptions are often used to calibrate the Hull–White interest-rate model when the intended application is pricing Bermudan swaptions. Each Bermudan exercise date is associated with a European swaption whose swap…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains a claim about how weekly options may change trading around options expiration. When traders can take short-term positions in several weekly contracts as well as the front-month monthly contract, their activity is spread across…

OptionsMarket microstructure
Quant Q&A

The document investigates an apparent increase in call-option gamma when a Black-Scholes routine is used to represent options on futures. The setup discounts the futures price before passing it as the underlying, then compares options with the same spot and…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains why hedging an option on one asset with a correlated second asset can require a sensitivity that differs from the ordinary OLS slope between their price levels. Under a bivariate geometric Brownian motion, the instantaneous changes in…

Derivatives pricingOptionsRisk managementStatistics
Quant Q&A

The document discusses a question about Gatheral’s derivation connecting local variance to the conditional expectation of instantaneous variance. The central issue is why a stochastic differential term involving the underlying price and a strike disappears,…

OptionsVolatilityStatistics
Quant Q&A

The document asks how to price an option on a long-duration coupon bond whose payoff depends on the bond’s value at option maturity relative to its initial value. It proposes simulating short-rate paths with a model such as Hull–White, deriving discount…

Fixed incomeOptionsDerivatives pricingStatistics
Quant Q&A

The question compares a stated reference value for SPY with a lower quoted value for deeply in-the-money FLEX calls and asks why the contracts appear to have been purchased at a discount. One answer offers expected dividends as an explanation: when a call…

OptionsEquitiesDerivatives pricing