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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
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 responds to a mathematically trained reader seeking an efficient introduction to quantitative finance, especially derivatives. It recommends introductory texts on derivative pricing and quantitative finance, more advanced material on stochastic…

Derivatives pricingOptionsRisk managementStatistics
Quant Q&A

The answers distinguish implied volatility, inferred from option prices and reflecting priced expectations, from realized volatility measured from observed price movements. They describe volatility as potentially reflecting uncertainty, investor positioning,…

EquitiesOptionsVolatilityFixed income
Quant Q&A

The discussion explains why a dealer who sells an option may adjust an underlying position as the option’s delta changes. An initial hedge offsets directional exposure, but subsequent price moves alter delta, so keeping the position near delta neutral…

OptionsDerivatives pricingMarket makingRisk management
Quant Q&A

The document clarifies how to check that a closed-form call option price satisfies the Black-Scholes partial differential equation. The price is a deterministic function of the current underlying price and time, so the verification proceeds by calculating…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why pricing a European option in QuantLib involves defining dates, calendars, day-count conventions, market curves, volatility, an underlying process, a payoff, an exercise style, and a pricing engine. This structure supports consistent…

OptionsDerivatives pricing
Quant Q&A

The document poses a conceptual question about a company managing commodity exposure through dynamic hedging. The described policy begins with a market price and a higher budget price, which acts as a maximum acceptable average purchase level. The company…

CommoditiesOptionsDerivatives pricing
Quant Q&A

The document raises a model-selection question for options on short-term interest rate futures, using SONIA as its example. It contrasts a normal model, motivated by the author's view of the underlying's distribution, with a lognormal Black model whose…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The discussion examines whether a European call can gain value as time passes when the underlying price is held fixed. It challenges the claim that positive interest rates alone rule this out and uses Black–Scholes pricing to illustrate how dividends affect…

OptionsDerivatives pricingVolatility
Quant Q&A

The note explains how an over-the-counter option sold by a bank is generally viewed from the dealer’s perspective. After receiving the premium, the dealer has a contract that may require future cash payments, so a short option position is treated as a…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks how to obtain longer-term interest rates from a calibrated short-rate model when valuing a mortgage-backed bond. Its motivating example links borrower prepayment decisions and penalty calculations to longer-maturity rates, while the model…

Fixed incomeUS marketsOptions
Quant Q&A

The document examines whether dynamically delta hedging a short option guarantees recovery of the option’s initial extrinsic value when it expires out of the money. It explains that this conclusion holds only in an idealized limit: with zero transaction…

OptionsDerivatives pricingRisk managementVolatility
Quant Q&A

The document analyzes a double call that gives its holder a choice between exercise at an earlier date with strike K1 and exercise at a later date with strike K2. It states a condition under which early exercise is suboptimal: the discounted earlier strike…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document asks how to calculate a ten-day, 99% Value at Risk for a portfolio that combines shares with short European calls on the same company. It gives the share value, annual volatility, and option delta, but the response cautions that delta alone does…

OptionsEquitiesRisk managementBacktesting
Quant Q&A

The document considers whether a return variance-covariance matrix should be identical under the physical probability measure and the risk-neutral measure. Its answer emphasizes that equality is not generally supported by empirical evidence. In particular,…

OptionsVolatilityStatisticsDerivatives pricing
Quant Q&A

The document considers a lookback call in a two-period Cox–Ross–Rubinstein binomial model. Its payoff is the terminal asset price minus the lowest price reached across the life of the option, so the payoff depends on the path as well as the terminal price.…

OptionsDerivatives pricingBacktesting
Quant Q&A

The note answers a narrow options question: what happens to the Black–Scholes delta of an out-of-the-money call as implied volatility tends to infinity. It presents the call delta formula and observes that, for a remaining time to expiry, the formula’s…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document examines how the index factor should enter the exercise price of an option on a credit default swap index. It contrasts the factor included in the live portfolio swap value at option expiry with the factor that might belong in the exercise…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The note asks whether an underlying’s risk-neutral implied distribution can be recovered from forward prices, as it can from a cross-section of option prices using the Breeden–Litzenberger relationship. The answer explains that a forward price alone does not…

OptionsDerivatives pricingStatistics
Quant Q&A

The document addresses a QuantLib failure while stripping cap and floor volatilities into individual optionlet volatilities. The reported error says a parameter falls outside its allowed range during bootstrap, at a particular strike and expiry. The answer…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document describes numerical instability when using the Carr–Madan Fourier transform to price deep in-the-money and out-of-the-money options under the Heston model. Direct numerical integration may produce implausible results, such as a call price above…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document distinguishes real options in corporate finance from exchange-traded puts and calls. A real option is a time-limited business opportunity: a company can spend money to pursue a project if conditions are favorable, or let the opportunity lapse.…

OptionsFixed incomeDerivatives pricingEvent-driven
Quant Q&A

The document uses a one-period stock example to explain why an option hedge cannot be evaluated by treating physical outcome probabilities as pricing probabilities. A call is paired with a short stock position, and the stated up and down probabilities make…

OptionsEquitiesDerivatives pricingRisk management
Quant Q&A

The document examines whether the usual calendar spread arbitrage condition for European calls on a stock carries over to options on futures. The key complication is that options with different expirations can reference futures contracts with different…

FuturesOptionsArbitrageDerivatives pricing
Quant Q&A

The document presents a pricing question for vanilla quanto options on commodity forwards. It proposes adjusting the forward by an exponential term involving the correlation between the underlying and foreign exchange rate, their volatilities, and time to…

OptionsCommoditiesForexDerivatives pricing