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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
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 examines claims that call options have limited downside and that their value variation is concentrated on the upside, then asks how these properties relate to model risk. A long call’s expiry payoff cannot fall below zero, so after paying the…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains how to express option prices generated by the Heston stochastic-volatility model as implied volatility. The proposed convention is to invert a Black–Scholes pricing formula to find the volatility that reproduces the given price. In this…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains the appearance of the standard normal cumulative distribution function in the Black–Scholes price of a European call. The model assumes the stock follows geometric Brownian motion, so its terminal log price is normally distributed.…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document describes a numerical attempt to compute local volatility from a smoothed implied volatility surface using Dupire’s equation. The author compares the resulting local volatility with smoothed implied volatility and asks whether local volatility…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The discussion compares ways to estimate implied volatility at expiries that fall between dates where SABR parameters have been calibrated. For rough estimates, it recommends linear interpolation of total variance at a fixed strike. Interpolating the SABR…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks how option time value appears in quantitative pricing when a pricing expression focuses on the underlying price and strike. The answer links time value to the convex payoff of an option and to the fact that settlement occurs at a future…

OptionsDerivatives pricingVolatility
Quant Q&A

The document offers an intuition for why the risk-neutral probability that a call finishes in the money, represented in Black–Scholes by the normal cumulative value at d2, tends toward zero as volatility grows. The explanation focuses on the terminal stock…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document asks how to price a stock call under stochastic interest rates using a maturity-matched bond as numeraire. It starts from the change-of-numeraire relation and rewrites the discounted option value as the bond price times an expectation under the…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion outlines ways to account for dividends when applying Black–Scholes to stock options. A continuous dividend yield is presented as a simple extension, especially suitable for European options. More detailed approaches can represent dividends as…

OptionsEquitiesDerivatives pricingVolatility
Quant Q&A

The discussion explains how CME Eurodollar option premiums are quoted and compares a displayed quote of 0.0375 with a calculator value of 3.75. The answer identifies the calculator value as 3.75 basis points for the described option, apparently a September…

FuturesOptionsFixed incomeDerivatives pricing
Quant Q&A

The document asks how to create a derivative that pays a fixed cash amount when the underlying asset’s price at maturity lies within a specified interval, and pays nothing outside it. The proposed construction uses two call spreads: buy one around the lower…

OptionsDerivatives pricing
Quant Q&A

The document addresses a discrepancy in the third adjustment term used when reproducing the CBOE SKEW Index. The adjustment accounts for the difference between the at-the-money strike and the forward level. The questioner reports that their first two…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how the normal cumulative terms in Black–Scholes pricing relate to different contingent payoffs. It corrects the geometric Brownian motion solution by including the half-variance adjustment in the exponent, and notes that Brownian…

OptionsDerivatives pricingStatistics
Quant Q&A

The document derives the value dynamics of a self-financing portfolio that holds an underlying asset and a money-market account. With a single risk-free rate, the cash position earns that rate, while the risky holding contributes the asset’s drift and…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains how to choose a risky-asset weight for a one-period portfolio when the investor has power utility, a risk-free return, and a probability distribution for the risky asset’s return. The return distribution is represented by possible…

Portfolio constructionPosition sizingOptionsStatistics
Quant Q&A

The document poses a portfolio construction question about equally weighting short put positions by option price across different stocks with a shared maturity. The author describes Monte Carlo results in which portfolios involving more highly correlated…

OptionsEquitiesPortfolio constructionRisk management
Quant Q&A

The document gives a concise relationship for European calls and puts with the same strike and expiration: their price difference corresponds to the value of a forward position. In standard pricing terms, call price minus put price represents the present…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document raises a valuation question about European options or warrants that dilute existing shareholders. It outlines two proposed adjustments: scaling a Black–Scholes value by the inverse of one plus a dilution ratio, or first adjusting the share price…

EquitiesOptionsDerivatives pricing
Quant Q&A

The document explains how to interpret and estimate the expected growth parameter μ in a geometric Brownian motion. Under a real-world probability measure, μ represents the expected stock return. If returns are assumed stationary, it can be estimated by…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document explains how to determine whether a firm’s equity is in or out of the money by applying the option interpretation of corporate equity. Shareholders hold a residual claim on the firm’s assets after debt is repaid, so equity can be represented as…

Derivatives pricingOptionsFixed income
Quant Q&A

The document presents an early-exercise question for American call and put options on a dividend-paying stock. It specifies a nine-month term, two scheduled dividends, a strike, a continuously compounded risk-free rate, a current stock price, and quoted…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks how the money-market account appears in a Black–Scholes delta-hedging portfolio and its relationship to a hedging-error expression involving gamma and a difference between assumed and realized variance. The answer identifies the cash…

OptionsDerivatives pricingRisk management
Quant Q&A

The document concerns reproducing inflation cap prices with the Bachelier formula as a step toward calibrating a SABR model. The questioner says they have normal volatility quotes by strike and maturity, a forward-rate curve, and cap prices expressed in…

OptionsFixed incomeDerivatives pricingVolatility