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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

10,263 documents

Quant Q&A

The document clarifies how carrying costs and dividends enter equivalent forms of put-call parity. Its central explanation is that parity equates a stock-minus-bond position with a call-minus-put position. A stockholder bears financing or other carry costs,…

OptionsDerivatives pricingRisk management
Quant Q&A

The document poses a derivatives-pricing problem: valuing a European payoff based on the square of an underlying stock price when the stock follows a geometric Brownian motion. It applies Itô's lemma to the squared price and observes that the resulting…

OptionsDerivatives pricingStatistics
Quant Q&A

The document gives a brief rule of thumb for choosing an option-pricing model by underlying: Black–76 is suggested for options on index futures, while Black–Scholes is suggested for options written directly on an index, such as SPX options. It points readers…

OptionsDerivatives pricingUS markets
Quant Q&A

The discussion compares two ways to express the profit and loss of a long delta-hedged option when realized volatility exceeds implied volatility: marking the option using realized volatility, or retaining the implied-volatility mark and allowing…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document derives the expectation of the product of two correlated geometric Brownian motion processes, such as a foreign asset price and an exchange rate. It reduces the weighted sum of their Brownian shocks to a single Gaussian shock whose variance…

ForexDerivatives pricingStatisticsRisk management
Quant Q&A

The document asks how to obtain Black-Scholes implied volatility from a model’s characteristic function using an integral relation attributed to Gatheral’s treatment of Lewis inversion. It focuses on the contour used to value a covered call, why the payoff…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document asks whether a basic Black–Scholes spreadsheet for European options can be adapted to price American options. It suggests Whaley’s approximation as a possible spreadsheet method when limited accuracy is acceptable. The approach requires…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document raises a question about redundancy when three securities each have two possible future payoffs. It describes a common exercise setup: represent each asset by its payoff in the two states, then solve two equations to find holdings in two…

StatisticsDerivatives pricingPortfolio construction
Quant Q&A

The document explains why binomial option pricing models often set the up and down factors as reciprocals. That condition makes the price tree recombine: an up move followed by a down move reaches the same node as a down move followed by an up move, keeping…

OptionsDerivatives pricingStatistics
Quant Q&A

The note explains why a short position’s compounded return can differ in magnitude from a long position’s return, even though the profit and loss on a matched long and short exposure are equal and opposite. It distinguishes a simple short in a future from a…

FuturesVolatilityDerivatives pricingRisk management
Quant Q&A

The document addresses how to compare equity option implied volatilities across the transition from LIBOR to SOFR discount curves. Its answer points to contractual benchmark fallback conventions: a replacement risk-free rate can be paired with a spread…

OptionsDerivatives pricingFixed income
Quant Q&A

The document considers a claim whose terminal payoff is the ratio of two stock prices. It outlines a delta-hedging framework for a derivative on two correlated geometric Brownian motion assets, then applies risk-neutral valuation to the ratio payoff. Under…

EquitiesDerivatives pricingRisk managementStatistics
Quant Q&A

The document clarifies three terms used in forward markets. The forward price is the current price for entering a new forward with a given maturity, and it changes as market conditions change. The delivery price is the amount fixed in an existing contract…

Derivatives pricingEquitiesCommoditiesCarry
Quant Q&A

This note compares sensitivity methods for discrete Asian options when the underlying follows geometric Brownian motion. A geometric-average Asian option has an analytic price under Black–Scholes assumptions, allowing Greeks to be obtained from the…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

This short exchange clarifies the payoff notation for a forward contract on a zero-coupon bond. Although the forward price quoted before delivery can vary over time as market conditions and remaining time change, the delivery price agreed when the contract…

Fixed incomeDerivatives pricing
Quant Q&A

This discussion asks how to estimate the exercise probability of the embedded American call in a convertible bond using QuantLib, and distinguishes that probability from delta. It describes approximating the option’s sensitivity to strike, also called dual…

OptionsDerivatives pricingStatistics
Quant Q&A

The document concerns technical and practical pricing of insurance-linked securities, especially catastrophe bonds. Its answer characterizes many underlying contracts as excess-of-loss insurance covers, suggesting that actuarial literature on those contracts…

Derivatives pricingOptionsRisk management
Quant Q&A

The document compares linear interpolation of quoted rates with constant-forward-rate interpolation when constructing a rate curve for pricing American and European options. It highlights that linear interpolation can create discontinuities in instantaneous…

Fixed incomeDerivatives pricingArbitrageOptions
Quant Q&A

The document considers how to estimate an implied volatility surface for an asset that has spot data but no options market. It outlines several practical approaches: estimate realized volatility with a model such as GARCH and add a chosen risk premium; scale…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document addresses why a bank would sell an option when a favorable move in the underlying could make the payout larger than the premium collected. The example assumes a call premium of five dollars and a later stock price of one hundred ten dollars, but…

OptionsDerivatives pricingRisk management
Quant Q&A

The question seeks an integral-based route to barrier option prices, motivated by the reflection principle and a guessed reflected probability density. The answer points to a derivation for Black–Scholes barrier options that uses reflection together with…

OptionsDerivatives pricingStatistics
Quant Q&A

The document clarifies that negative variance values can arise from numerical discretization even though the continuous-time Heston variance process does not become negative. Flooring values, taking absolute values, or otherwise altering simulated variance…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document compares local-volatility and stochastic-volatility valuations for a double no-touch option that pays a fixed amount if spot remains between two barriers until maturity. It assumes both models are calibrated to the same implied volatility…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains why a floating-rate swap leg can be valued from the next payment and the discount curve without forecasting every future rate. Under a single curve where discounting uses the same benchmark as the floating coupons, a sequence of bond…

Fixed incomeDerivatives pricingArbitrage