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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 describes an attempt to build implied volatility smiles for European options from American option chain data. The author calculates implied volatilities with Black–Scholes, selects out-of-the-money options to reduce early-exercise concerns, and…

OptionsVolatilityStatisticsDerivatives pricing
Quant Q&A

The note explains why an American put on a non-dividend-paying stock has the same value as its European counterpart when interest rates are non-positive. Its key comparison is between the European put’s lower bound, the discounted strike minus the stock…

OptionsDerivatives pricing
Quant Q&A

The document points readers to a practical paper on calibrating the SABR model and to foundational references for interpreting its parameters. It explains that beta is commonly fixed in advance to represent a chosen dynamic, rather than estimated alongside…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks under what conditions subtracting the time integral of a diffusion's infinitesimal generator from a function of the process yields a martingale. It applies Itô's formula to a function of an Itô process and identifies the remaining…

OptionsStatistics
Quant Q&A

The document asks why a drift term obtained after applying Itô's formula to a discounted European option price must vanish in a pricing partial integro-differential equation. The setup models the asset with a Lévy process, so the discounted option value has…

OptionsDerivatives pricingStatistics
Quant Q&A

The document examines a long call hedged by shorting stock in an amount equal to the option’s initial delta. It considers a sudden underlying-price decline alongside an increase in implied volatility, and asks whether the hedge must make money. A Taylor…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

For a European option on the December Brent futures contract that expires earlier, the relevant volatility describes the distribution of that same December contract at the option’s expiry. Under the Black model for futures options, the payoff is determined…

CommoditiesOptionsFuturesDerivatives pricing
Quant Q&A

The discussion asks how closely Monte Carlo (MC) and finite-difference methods (FDM) should match exact option prices and Greeks under specified path and grid counts. It describes a delta obtained by bumping an FDM price that differs modestly from the exact…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document asks how to calculate beta-weighted delta and gamma for a portfolio of options on different stocks. Its answer gives a relationship for an individual option’s beta: multiply the underlying price by the option’s delta and the underlying asset’s…

OptionsDerivatives pricingRisk managementPortfolio construction
Quant Q&A

The document asks how options volume, dollar volume, and open interest across strikes and expirations might inform implied sentiment, volatility surfaces, option premiums, or Greeks. It contrasts modeling each contract on its own with measuring activity…

OptionsSentimentVolatilityDerivatives pricing
Quant Q&A

The document asks why an American put’s value approaches zero near expiration in a specified region above its optimal exercise boundary, even though its terminal payoff is the positive part of strike minus stock price. It introduces time remaining to…

OptionsDerivatives pricing
Quant Q&A

The document asks how to express a callable bond’s payoff and relate its value to a straight bond and an embedded call option. It presents a proposed payoff formula for a bond callable at a specified date and strike, but does not validate the formula; the…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document surveys ways sine, cosine, and related functions appear in financial calculations. Fourier methods use trigonometric components in applications such as option valuation, value-at-risk, and time-series analysis. Trigonometric functions can also…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document explains why Black–Scholes implied volatility can vary with an option’s strike, forming a smile or skew. It begins from the model’s assumptions of constant volatility and continuous price paths, then frames implied volatility as the…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks whether a currency-conversion identity used in pricing an option with a currency exchange feature holds generally. It describes two valuation routes for a payoff denominated in one currency: convert the payoff at maturity and discount in…

OptionsDerivatives pricingForex
Quant Q&A

The document gathers several starting points for learning to price options on weighted combinations of assets. Suggestions include studying a method that approximates basket, spread, and Asian options through sums of Black-Scholes-Merton models, which is…

OptionsDerivatives pricingStatisticsPortfolio construction
Quant Q&A

The document explains why a continuously delta-hedged option has zero net P&L in the idealized Black–Scholes setting. Applying Itô’s formula splits the option’s change into theta, delta, and gamma contributions. Once the delta hedge removes the underlying…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document describes a Monte Carlo exercise procedure sometimes called hindsight overhedge for path-dependent options. At an exercise date, it examines the simulated path through a later maturity and uses that future information to decide retrospectively…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document clarifies how a Black–Scholes put can be replicated when interest rates are zero. The put has a negative delta, so the hedge involves shorting shares and placing the corresponding funds in bonds. The bond holding can exceed the put’s price…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains how to estimate an option price at an unquoted strike or expiration by first converting observed option prices into implied volatilities, fitting or interpolating a volatility surface, and then pricing the target contract with an option…

OptionsVolatilityDerivatives pricingArbitrage
Quant Q&A

The response addresses early exercise of American calls and puts on a stock that pays a continuous dividend yield. It presents an early exercise premium decomposition: each American option’s value is expressed as its European value plus terms involving…

OptionsDerivatives pricingVolatility
Quant Q&A

The discussion examines an apparent case in which a numerically calculated American call is slightly cheaper than an analytically priced European call under matching inputs. The accepted response attributes the discrepancy to comparing different numerical…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document describes a question about US commercial banks’ over-the-counter interest rate derivatives. In the data examined by the author, non-dealer banks have a substantial share of written options relative to their total interest rate derivative…

OptionsFixed incomeUS marketsRisk management
Quant Q&A

The document distinguishes two connected ideas in no-arbitrage option pricing. Risk-neutral valuation expresses a derivative’s price as the discounted expectation of its payoff under risk-neutral probabilities, linking a payoff to a price. A replicating…

OptionsDerivatives pricingRisk management