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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

8,116 documents

Quant Q&A

The document asks whether vanilla options at two maturities can replicate a payoff based on the ratio of an underlying’s later value to its earlier value. The response identifies the contract as a forward-starting option and explains why prices of ordinary…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document asks how the annuity should enter swaption risk calculations when a swaption price is expressed as the annuity multiplied by a Black-model price. It focuses on whether the annuity can be treated as fixed when calculating delta, and whether…

OptionsFixed incomeDerivatives pricingRisk management
Quant Q&A

The document raises a practical question about estimating value at risk for a portfolio of options. Its proposed approach is to simulate future underlying prices, revalue the options theoretically at each simulated price, and examine the resulting…

OptionsRisk managementDerivatives pricingStatistics
Quant Q&A

The document presents a historical index-option example in which a European call near the money has positive reported theta. The author uses the observed discount factor to infer a negative risk-free rate, then uses spot, forward, and maturity to infer a…

OptionsDerivatives pricingVolatilityEquities
Quant Q&A

The document explains the link between an option’s Black–Scholes value and the cost of replicating its payoff. It asks whether continuous rebalancing creates a loss from buying the underlying after it rises and selling after it falls, even when trading is…

OptionsDerivatives pricingRisk management
Quant Q&A

The document contrasts two ways institutional investors seek to reduce portfolio tail risk. A direct hedge buys puts on the asset that drives much of the portfolio’s risk, making the premium an explicit cost when protection is not needed. A correlation-based…

OptionsRisk managementPortfolio constructionVolatility
Quant Q&A

The document considers how to price and hedge an option on EUR/CAD when EUR/USD and USD/CAD markets are available. It constructs the cross rate by multiplying the two quoted rates, with the quote convention needing careful attention. It then treats that…

ForexOptionsDerivatives pricing
Quant Q&A

The discussion distinguishes two related questions: whether short-maturity options have higher implied volatility levels, and whether their implied volatilities fluctuate more. It attributes greater short-term movement partly to recent realized volatility…

OptionsVolatilityMean reversionDerivatives pricing
Quant Q&A

The document presents a numerical attempt to recover a local volatility surface from market implied volatilities using the Dupire equation. The author interpolates a grid of strike and expiry observations, estimates the required first and second derivatives…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document poses a risk aggregation problem for an interest rate swaption matrix organized by expiry and tenor. It asks how to compress a larger grid into a smaller set of buckets while keeping the sum of instrument vegas unchanged. The example describes a…

Fixed incomeOptionsVolatilityRisk management
Quant Q&A

This note asks how to price a three-month European put when a single cash dividend is expected before expiry. For the no-dividend case, the question supplies Black–Scholes inputs and a computed put value. The answer suggests approximating the dividend’s…

OptionsEquitiesDerivatives pricing
Quant Q&A

This note explains why a QuantLib SABR swaption volatility cube does not take a separate shift input. The shift is obtained from the supplied at-the-money volatility surface and applied across the smile, including out-of-the-money strikes. Consequently, the…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document presents a two-period binomial option-pricing exercise with a specified initial asset value, up and down factors, interest rate, and strike. It asks for prices of an American put, an American call, and an American claim whose payoff is the…

OptionsDerivatives pricingRisk managementStatistics
Quant Q&A

The document raises practical questions about valuing put protection on a fund with a strong historical record and relatively stable volatility. It asks whether the fund price can serve as the underlying in a Black–Scholes framework, how to account for…

OptionsMulti-assetDerivatives pricingRisk management
Quant Q&A

The note explains a separation argument used when deriving an option pricing PDE under stochastic volatility. If an expression involving the option price and its derivatives equals another expression involving a traded volatility-related instrument and its…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document considers Monte Carlo estimates of a vanilla European call compared with the Black–Scholes value, asking why the estimates diverge as volatility rises. Each simulated path depends on volatility and random draws; greater volatility spreads…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains a bullish flattening view: the trader expects interest rates to fall while the yield curve becomes flatter. A bond implementation is to buy a longer-term bond and short a shorter-term bond. If the positions are not DV01 neutral and…

Fixed incomeFuturesOptionsDerivatives pricing
Quant Q&A

The document explains that an option’s implied volatility is an annualized measure of the underlying asset’s return variability inferred from option prices under a pricing framework such as Black–Scholes. A quoted value such as 40% refers to an annualized…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes an option’s intrinsic value from its theoretical value before expiration. Although a European call cannot be exercised early, intrinsic value is defined as the payoff it would produce if exercised immediately: the positive part of…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains how an option’s sensitivity to volatility, or vega, relates to its gamma under the Black-Scholes model. Differentiating the pricing PDE with respect to volatility produces an equation for vega with a source term proportional to…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The response addresses how to compare option-pricing models when their Greeks imply different hedge positions. It points to empirical studies that evaluate alternative pricing models and implied-volatility functions, using delta hedging of equity options as…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The response attributes weak SVI fits for some short-dated options mainly to the shape limits of the parameterization, rather than to arbitrage-free constraints. SVI combines linear variance wings with a square-root quadratic form; its linked curvature and…

OptionsVolatilityDerivatives pricingStatistics