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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
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 clarifies the relationship between a bond position, duration, and convexity. It distinguishes a long position in a conventional coupon bond, which has positive duration and convexity, from a short position, which has negative convexity exposure.…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document raises a practical question about calculating potential future exposure (PFE) in an XVA pricing engine. It distinguishes the valuation of a derivative at a future horizon from the market inputs used to obtain that valuation. Curves and implied…

Derivatives pricingRisk managementStatistics
Quant Q&A

The document explains how to value a fund arrangement in which party B receives scheduled proportional payments, party A covers a shortfall at maturity, and party C receives any surplus. Under risk-neutral valuation, the terminal claims of A and C are priced…

Derivatives pricingOptionsRisk management
Quant Q&A

The document derives the cash account needed to keep a portfolio self-financing when its stock holding changes over time. Portfolio value is written as the shares held times the stock price plus the balance in an interest-bearing account. Applying the…

Portfolio constructionDerivatives pricingRisk managementStatistics
Quant Q&A

The document explains a QuantLib credit default swap calibration failure that occurs with a higher assumed recovery rate for the supplied market spreads. The calibration seeks risk neutral survival probabilities by solving for curve parameters. If the inputs…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

This exchange clarifies how QuantLib curve constructors interpret rate inputs in a Hull–White short rate simulation setup. A FlatForward curve is built from a single forward rate quote, so passing an array of rates to its scalar quote object causes a type…

Fixed incomeDerivatives pricing
Quant Q&A

The document diagnoses an error in a currency option valuation using a six-step binomial tree. The calculation sums discounted payoffs across terminal nodes but weights each node only by the risk-neutral probability of one particular sequence of up and down…

OptionsDerivatives pricingStatistics
Quant Q&A

This discussion outlines how optimal control concepts apply to quantitative finance. In dynamic portfolio construction, an investor allocates capital across instruments while accounting for expected returns, risk, and the costs of changing positions over…

Portfolio constructionOptionsRisk managementDerivatives pricing
Quant Q&A

This discussion separates the theoretical SABR model from formulas used to approximate its implied volatility. It examines a case with very high vol-of-vol where prices calculated by inserting Hagan implied volatilities into Black–Scholes appear to violate…

OptionsVolatilityDerivatives pricingArbitrage
Quant Q&A

The document asks how to reduce Monte Carlo estimation error when pricing vanilla options under the Heston stochastic volatility model. The questioner reports that Black–Scholes controls using implied, average, or long-term volatility have not worked well,…

OptionsVolatilityDerivatives pricingBacktesting
Quant Q&A

The document introduces the Black–Scholes derivative of an option’s value with respect to its strike, often called dual delta. It gives the call and put formula and asks how to interpret the measure in practice when an option’s strike is fixed during the…

OptionsDerivatives pricingVolatility
Quant Q&A

The document examines how to simulate a local volatility model calibrated from European options using Dupire’s formula. It presents the Euler–Maruyama step, which evaluates volatility at the current time and state and holds it over the next interval. The…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document examines a currency-options parity exercise and questions whether the reciprocal of a lognormal exchange rate can be priced with the same Black–Scholes setup. It derives the reciprocal rate’s log distribution, observes that the variance…

ForexOptionsDerivatives pricingStatistics
Quant Q&A

The document asks how exchanges obtain implied volatilities and Greeks for American-style stock options, where early exercise makes direct use of standard European option formulas unsuitable. It suggests that a computationally manageable tree or…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks whether a stock’s dividend value under a Gordon-style discounted cash-flow model should include an additional option to sell when its market price exceeds the present value of future dividends. It frames the ability to liquidate before an…

EquitiesOptionsDerivatives pricingEvent-driven
Quant Q&A

The document explains why a trial-and-error Black–Scholes calculation can return a range of implied volatility estimates that appear to reproduce the same option price. The cause is limited numerical precision: the search stops when the difference between…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document presents a conceptual question about risk-neutral valuation and the law of one price. It asks how equal expected cash flows could imply equal current prices, given that realized cash flows may differ and a trade intended to exploit a price…

StatisticsDerivatives pricingArbitrageRisk management
Quant Q&A

The document asks how the transition from EONIA to the euro short-term rate (€STR, called ESTER in the text) could affect discounting for new and existing derivatives, curve construction, and the treatment of any basis between the rates. The question is…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document raises a modeling question about representing a jump-diffusion process in discrete time. It notes that Amin (1993) presents a convergent discrete version, but describes it as computationally inefficient and non-recombining. Other proposed…

StatisticsDerivatives pricing
Quant Q&A

The document considers how binary options differ conceptually from casino bets. One answer distinguishes the underlying risk: financial contracts can reference economic outcomes that matter to investors and businesses even without the contract, such as…

OptionsDerivatives pricingRisk management
Quant Q&A

The document derives European put-call parity by comparing a long call and short put at the same strike and maturity with a long forward contract. Their terminal payoffs match in every case: above the strike, the call pays the difference; below it, the short…

OptionsDerivatives pricingArbitrage
Quant Q&A

The question asks for an intuitive explanation of the Black–Scholes result that an at-the-money call's delta approaches one as volatility tends to zero when the risk-free rate is positive. The poster understands the formula but is trying to interpret its…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains why a probability density evaluated at a standardized observation differs from the density on the original measurement scale. If a variable with mean and standard deviation is transformed to a unit normal variable, its density changes…

StatisticsDerivatives pricingVolatility
Quant Q&A

The document asks how to determine whether a market with a stock, a bond, and call options admits arbitrage when the option’s time-zero price is unknown. It proposes using the stock and bond alone to derive a range of state prices, then checking whether…

OptionsArbitrageDerivatives pricing