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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 considers pricing a path-dependent option linked to a stock index and an interest-rate index. The proposed setup uses a Hull–White short-rate process and a local-volatility stock model, with correlated Brownian shocks. The question is whether…

OptionsFixed incomeEquitiesDerivatives pricing
Quant Q&A

The note examines why a delta-neutral call ratio backspread, with more calls bought than sold, may open for a credit under a traditional theoretical pricing model. Its example sells one lower-strike call and buys two higher-strike calls. Setting the…

OptionsVolatilityDerivatives pricing
Quant Q&A

The question asks how to size a variance swap as an imperfect hedge for an asset return that tends to weaken when its variance rises. It proposes modeling returns with a GARCH-in-mean relationship and setting swap notional to offset the estimated sensitivity…

OptionsVolatilityPosition sizingDerivatives pricing
Quant Q&A

The document addresses whether a multi-leg options position can have a net delta or other Greeks. When the derivatives share a common underlying, their deltas and most other Greeks can be added to estimate the position’s combined sensitivity. For a call…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains how a call option’s payoff distribution follows from the distribution of its underlying asset. For a European call with strike K, the payoff is zero whenever the underlying finishes at or below K; above the strike, the payoff is the…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains the analogy between the Black–Scholes partial differential equation and the heat equation. In the heat equation, temperature spreads through a material over time; in the option-pricing equation, option value evolves over time across…

OptionsDerivatives pricingStatistics
Quant Q&A

The document describes the market action for settling an exercised call on EUR, quoted in USD, when the call writer does not already hold the currency to deliver. In its example, the strike is below the expiry spot rate. The writer can buy EUR in the spot…

OptionsForexExecutionRisk management
Quant Q&A

The document explains how changing from a bank account numéraire to a spot asset numéraire can be represented as an Esscher transform for certain one-period return distributions. It focuses on skew Laplace returns, rewriting their density as a weighted…

OptionsDerivatives pricingStatisticsVolatility
Quant Q&A

Implied volatility is inferred from an option’s market price, so without an options market there is no market-implied volatility to observe directly. With sparse but available quotes, the response suggests using the implied volatility of an out-of-the-money…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document points readers seeking payoff formulas for non-path-dependent options toward standard references. For plain vanilla options, it recommends learning the payoff diagrams for long and short calls and puts, then combining those building blocks to…

OptionsDerivatives pricing
Quant Q&A

The document considers a one-year contract on two stocks, each initially priced at 100, that pays the higher stock price at maturity. It explains that the issue price cannot be determined from the initial prices and maturity alone: asset volatilities and…

OptionsDerivatives pricingEquities
Quant Q&A

The document discusses a bullish LEAPS call spread: buy an out-of-the-money call and sell a call at a higher strike, with both options expiring more than a year away. The proposed plan is to close the short call partway through the trade if the outlook…

OptionsDerivatives pricingRisk managementPosition sizing
Quant Q&A

This discussion asks how to estimate the chance that a non-defined-risk options combination, such as a straddle or strangle, will be profitable at expiration. It contrasts using delta as a rough probability proxy for an individual option with inferring…

OptionsDerivatives pricingStatistics
Quant Q&A

This discussion examines whether gamma exposure (GEX), calculated from option gamma and open interest, can help predict hedging flows and market behavior. The author applies the call-positive, put-negative convention from a published framework to Nifty 50…

OptionsDerivatives pricingVolatilityMarket microstructure
Quant Q&A

The note considers which Treasury maturity to use as an interest-rate input when pricing options. Responses suggest matching the rate tenor to the option’s maturity, while also distinguishing the role of rates in different parts of a derivatives valuation.…

OptionsFixed incomeDerivatives pricing
Quant Q&A

This note asks how to solve a differential equation relating implied volatility across log-moneyness to local volatility in the short-maturity limit. It states the proposed relationship and a claimed solution: implied volatility at a given log-moneyness is…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document examines an attempt to infer risk-free rates from put-call parity using DAX index option settlement prices. The proposed calculation compares put and call prices at two strikes with the same maturity, eliminating the underlying index level and…

OptionsDerivatives pricingFixed incomeMarket microstructure
Quant Q&A

The document explains why option theta differentiates the pricing function with respect to calendar time while holding the stock-price input fixed, even though the stock price itself evolves over time. It distinguishes the deterministic pricing function…

OptionsDerivatives pricingStatistics
Quant Q&A

The document works through how an FX call strike can be recovered from a quoted delta for a risk reversal. Its accepted answer applies the Garman–Kohlhagen model, using the currency pair’s forward rate, interest rates, volatility, and separate expiry and…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The document distinguishes risk neutrality in utility theory from risk-neutral valuation in derivatives pricing. In utility theory, a risk-neutral investor has an affine utility function, so expected utility is linear in wealth. The post considers a buyer’s…

Derivatives pricingOptionsStatistics
Quant Q&A

The document asks how forward delta relates to the vega ratio of out-of-the-money options and to the vega of in-the-money options. It describes a proposed interpretation in which the underlying forward price is used to calculate delta for an option with the…

OptionsDerivatives pricingVolatility
Quant Q&A

The document raises how to assess moneyness for a cancellable interest rate swap. The example is a position paying a fixed contract rate with the right to cancel, and it compares that contract rate with a quoted par coupon rate. The example supplies both…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document examines how a derivative’s hedge changes when implied volatility depends on the underlying price. It states that the total sensitivity to the underlying combines the usual partial delta with a vega contribution that depends on how volatility…

OptionsVolatilityDerivatives pricingRisk management