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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 discusses implementing Carr–Madan Fourier pricing for European calls under Black–Scholes. It outlines a characteristic function, a damped transform, and a fast Fourier transform approximation using Simpson weights. The author reports that an…

OptionsDerivatives pricingStatistics
Quant Q&A

The document addresses how to interpret the yield of a forward bond price when the available input is a zero curve quoted with continuous compounding. The example concerns a European put on a coupon bond and a relation that uses duration to translate forward…

Fixed incomeOptionsDerivatives pricingVolatility
Quant Q&A

The document examines how to combine the delta, vega, and theta of a long at-the-money SPX put and a short at-the-money VIX call. It gives example option Greeks and a historical VIX-to-SPX beta, then applies that beta to estimate a combined delta. The author…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document responds to a student seeking manageable machine-learning project ideas with two research directions from quantitative finance. The first is deep hedging for risk management, along with data-driven estimates of option Greeks such as delta.…

Machine learningOptionsDerivatives pricingRisk management
Quant Q&A

The document raises a question about the relationship between the familiar gamma contribution to the P&L of a delta-hedged position and a proposed calculation based on the change in delta during an underlying price move. It presents the gamma-and-theta…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks whether familiar models for an underlying asset can be derived from assumptions about the discounted profit and loss of a delta-hedged European option. It writes the hedged portfolio P&L in terms of the option payoff, initial premium,…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document frames European call pricing on a finite binomial stock tree as a superhedging problem. With zero interest, the goal is to find the least initial wealth that can fund a bond-and-stock portfolio, adjusted at the tree’s nodes without later cash…

OptionsDerivatives pricingPortfolio constructionRisk management
Quant Q&A

This discussion identifies markets where Asian options may trade actively and where historical prices might be available. It points to options on federal funds futures: because the futures settle against the average effective federal funds rate over a…

OptionsFuturesCommoditiesFixed income
Quant Q&A

The document gives a brief example of trading volatility with options: buy or sell an out-of-the-money strangle, consisting of a call and a put, and delta hedge the combined position using the underlying asset. The hedge is intended to reduce directional…

OptionsVolatilityRisk management
Quant Q&A

The document discusses an approximation that relates implied volatility for a spot and strike pair to the average of local volatility across the price interval between them. The motivating explanation is that paths ending in the money may spend much of their…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document derives a local delta-gamma hedge for a target option using a second option and the underlying asset. It writes the hedge as a combination of the underlying and the second option, then matches the target option's gamma by setting the second…

OptionsDerivatives pricingRisk management
Quant Q&A

The discussion distinguishes a linearly interpolated swaption volatility cube from a cube generated using SABR. Linear interpolation of market quotes can describe a static set of Black-model volatilities across strikes and maturities. SABR instead models…

OptionsVolatilityDerivatives pricingFixed income
Quant Q&A

The discussion asks why some state-contingent prices in an example from Ross's Recovery Theorem exceed one. A response offers an intuition: a guaranteed payment in a particular future state can be highly valuable when that state involves catastrophe or when…

Derivatives pricingOptionsFixed incomeRisk management
Quant Q&A

The discussion surveys possible indicators of market tail risk and financial stress. It points to the St. Louis Fed Financial Stress Index as a public measure, mentions sell-side stress indicators, and describes research proposing VVIX—the volatility of VIX…

VolatilityRisk managementOptionsUS markets
Quant Q&A

The document presents several ways to estimate theoretical option prices when a new underlying has little or no options-market history. As a basic starting point, it suggests using historical return volatility as a constant volatility for near-the-money…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document asks how to interpret the payoff of a European floating-strike lookback call. It describes the strike as the maximum stock price reached over the option’s life and questions whether the payoff must therefore be zero or negative at maturity. This…

OptionsDerivatives pricing
Quant Q&A

The document derives the probability that a geometric Brownian motion stays below a barrier over a time interval, conditional on its terminal price. A direct Brownian-bridge formula seems tempting after taking logarithms, but the resulting Brownian-motion…

OptionsDerivatives pricingStatistics
Quant Q&A

The document discusses how to infer which participants may be market makers in an options order book. Visible traits such as quoting at the best prices, balanced bid and offer size, repricing with the underlying, or using non-round ticks can offer clues, but…

OptionsMarket makingMarket microstructureExecution
Quant Q&A

The note explains how to choose volatility-surface inputs when calibrating a model for autocallable products. Its central recommendation is to calibrate one model to the autocalls held in the portfolio, reflecting that hedging is generally managed at…

OptionsVolatilityDerivatives pricingPortfolio construction
Quant Q&A

The document derives a Fourier representation for pricing a European option under risk-neutral valuation. It identifies the payoff as a function of terminal log price and explains why a call payoff does not have a conventional Fourier transform: it grows…

OptionsDerivatives pricingStatistics
Quant Q&A

The document raises a currency-convention question about the delta of a USD-denominated USDJPY option when the holder measures value in another currency. It distinguishes the option’s sensitivity to USDJPY spot, expressed as the derivative of its dollar…

ForexOptionsDerivatives pricing
Quant Q&A

The document considers a fund guarantee that pays the customer the greater of the initial investment or the fee-adjusted fund value at maturity. The answer rewrites the payoff as the initial amount plus a call option on the fund, with a strike increased to…

OptionsDerivatives pricingEquities
Quant Q&A

The document explores how a Black–Scholes-style option equation changes when the hedged portfolio is assumed to have its own stochastic diffusion. Starting with geometric Brownian motion for the underlying, it applies Itô’s lemma to the option value and…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document explains how to interpret opposite moves in implied volatility for options expiring on adjacent dates. It emphasizes that implied total variance, rather than implied volatility alone, is the quantity to compare across expirations. Total variance…

OptionsVolatilityDerivatives pricingStatistics