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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
WonderTrader
14 documents
Alphalens
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

10,263 documents

Quant Q&A

The document explains how to replicate a payoff composed of a European call expiring at time T and a scaled European put expiring two time units earlier. In a Cox-Ross-Rubinstein binomial model, the suggested construction is to find the standard replicating…

OptionsDerivatives pricingRisk management
Quant Q&A

The document gives a practical outline for deriving a pricing partial differential equation for an option. First, Girsanov’s theorem changes the asset’s stochastic differential equation from the real-world measure to the risk-neutral measure by adjusting the…

OptionsDerivatives pricingStatistics
Quant Q&A

The document separates Monte Carlo as a numerical estimation method from the model that generates simulated prices. It compares simulating an FX spot process under risk-neutral dynamics with assigning independent random shocks to each forward tenor.…

ForexDerivatives pricingStatisticsBacktesting
Quant Q&A

The document examines loss risk for an asset modeled with geometric Brownian motion. It begins with exact expressions for Value at Risk and Expected Shortfall based on the asset’s lognormal price distribution, then asks how these relate to the common…

Risk managementStatisticsDerivatives pricingOptions
Quant Q&A

The discussion describes how practitioners may trade options on currencies held near fixed exchange rates, with examples involving Gulf currencies, the Argentine peso, and the Eastern Caribbean dollar. It distinguishes the near-zero at-the-money volatility…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document asks whether option values from Black–Scholes and Black–76 represent prices today or values at expiration. It gives the Black–76 call formula, which discounts the expected payoff expression by the risk-free rate over the option's term. The…

OptionsDerivatives pricingFutures
Quant Q&A

This explanation frames interest rate parity as a covered arbitrage linking spot FX, borrowing and lending in two currencies, and a forward FX trade. The parity relationship requires rates that match the financing costs of the arbitrage. Historically,…

ForexArbitrageFixed incomeDerivatives pricing
Quant Q&A

The document explains who can sell credit default swap protection on debt. Its central distinction is that CDS protection references debt securities, rather than an issuer’s general assets. A company cannot sell protection on its own debt, but it may sell…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document discusses validating a user-built Libor Market Model implementation when calibration to market volatility inputs does not reproduce cap prices. It recommends separating implementation errors from market-data or calibration problems by first…

Fixed incomeDerivatives pricingVolatilityStatistics
Quant Q&A

The document explains why a live interest rate swap valuation can request historical index fixings on dates that differ from the schedule dates shown in QuantLibXL. The schedule dates correspond to coupon value dates, while the floating coupon needs the…

Fixed incomeDerivatives pricing
Quant Q&A

The document derives the instantaneous forward rate from the continuously compounded zero-coupon spot yield curve. It equates a bond’s price expressed using its maturity-specific spot rate with the same price expressed as the accumulation of forward rates…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why bucket Vega multiplied by changes in fixed volatility-surface points can miss P&L when spot moves options to different moneyness levels. Under a sticky-delta interpretation, an option may experience a volatility change from moving…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document clarifies two commonly seen stock-price expressions in the Black–Scholes model. For a geometric Brownian motion with arithmetic drift μ and volatility σ, applying Itô’s lemma gives a log-price exponent that includes the volatility correction,…

OptionsDerivatives pricingStatistics
Quant Q&A

The document asks whether a listed option with a matching moneyness and remaining time to expiry can serve as a rough estimate for an option price at a future date. Its example considers a call with a year to expiry and asks whether, after nine months, its…

OptionsDerivatives pricingVolatility
Quant Q&A

The document distinguishes DV01, the dollar change in a bond's value for a unit change in yield, from interest-rate DV01, the dollar value change associated with a one-basis-point parallel upward shift in interest rates. The questioner suggests the…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document asks whether implied volatilities from a few options can be combined into a single 30-day volatility estimate. It explains that each option has its own implied volatility, so the values are not interchangeable components of one underlying…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document examines whether to price a call option on a mutual fund using a risk-neutral return assumption or an estimated real-world return. It notes that historical volatility may be used when implied volatility is unavailable, but expected return…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The discussion considers how to represent a cross-currency swap whose notional changes halfway through an accrual period. One response argues that a single coupon period is normally defined using one notional, making an intra-period change ambiguous unless…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The discussion explains why the absence of calendar spread arbitrage is commonly expressed as non-decreasing total implied variance, defined as implied volatility squared times maturity, at fixed forward moneyness. It starts from the condition that…

OptionsDerivatives pricingArbitrageVolatility
Quant Q&A

The document asks whether investors can buy a derivative that offsets an asset’s uncertainty while retaining its expected value. It contrasts two hypothetical assets with similar average outcomes but different ranges, then suggests that an investor might pay…

OptionsVolatilityDerivatives pricing
Quant Q&A

The main explanation treats gamma as the rate at which delta changes with the underlying price. For a call, delta moves from near zero to near one across underlying prices, so the total area under gamma across prices is one under the simplified assumptions…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how traders use an option-pricing model to estimate position delta and choose a hedge, while recognizing that the estimate depends on the model selected. It addresses the concern that model error can make a calculated delta inaccurate,…

OptionsDerivatives pricingRisk management
Quant Q&A

The document gives an intuitive and risk-neutral pricing explanation for why a call option’s delta rises as the interest rate increases. In the pricing expression, the discounted underlying has dynamics independent of the rate under the associated numeraire,…

OptionsDerivatives pricingStatistics
Quant Q&A

The note distinguishes an immediate portfolio value change caused by recalibrating a pricing model from the later PnL associated with an imperfect delta hedge. It asks whether these amounts are linked and how to decide whether to recalibrate, but the…

Derivatives pricingRisk managementOptions