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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 explanation changes from the foreign risk-neutral measure to the domestic measure using a Radon–Nikodym density tied to the exchange rate and money market accounts. Girsanov’s theorem shifts the correlated Brownian motions, producing domestic-measure…

Derivatives pricingForexOptionsStatistics
Quant Q&A

A single-currency basis swap exchanges cash flows linked to two floating interest rate indices. The document points to QuantLib’s FloatFloatSwap instrument as the class for representing this structure in Python, contrasting it with a vanilla interest rate…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks how to price structured products that depend on three-month EURIBOR, including constant-maturity swap spreads, range accruals, and target redemption notes, when discounting uses €STR. It proposes modeling the €STR short rate with a…

Fixed incomeDerivatives pricingVolatility
Quant Q&A

The document asks how to set the contingent payment for a pay-later option whose holder receives the call payoff when the underlying finishes above the strike and then pays a fixed amount. Because the holder pays nothing at inception, the answer treats the…

OptionsDerivatives pricing
Quant Q&A

The document gives a simple way to estimate the fixed rate on a forward starting interest rate swap from spot starting swap rates. It treats the longer term as a combination of an initial period, or head, and a later period, or tail. Under a chosen fixed-leg…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document derives a positive exponent that makes the discounted negative power of a Black–Scholes stock price a martingale, as a step toward bounding the value of an American put. It rewrites the stock process using geometric Brownian motion and separates…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why the Black–Scholes delta hedge can have gains or losses when volatility changes, despite the model’s claim of a riskless hedge. The key distinction is that the theoretical result assumes geometric Brownian motion and continuous…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document addresses which implied volatility to use when converting a quoted option delta into a strike. Its guidance is to use the volatility associated with that particular delta, together with the other inputs required by the option-pricing…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes a pricing kernel, a stochastic discount factor (SDF), and an SDF process. A pricing kernel is described as a time-indexed stochastic process that makes the price-weighted asset value satisfy a conditional martingale relation.…

Derivatives pricingStatisticsMulti-asset
Quant Q&A

The document explains why interest rate models often focus on short rates or forward rates rather than introducing a single model for an isolated long rate. The meaning of a long rate depends on the chosen maturity: rates at two, five, or ten years could…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains the intuition behind buying an option when its implied volatility appears lower than a forecast of realized volatility. A long option position has positive gamma: as the underlying rises, its delta increases and a trader can sell some…

OptionsVolatilityDerivatives pricing
Quant Q&A

CDS index series begin with constituent default swaps set to a five-year tenor. As time passes, the series’ remaining maturity declines, so a contract entered into later has the time left on that series rather than a fresh five-year term. This is the key…

Fixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document distinguishes implied-volatility skew across option strikes from skewness in the underlying asset’s return distribution. It presents model-free implied skewness as a measure connected to realized skewness, and describes research finding a…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document raises a question about changing from the physical probability measure to a risk-neutral measure for a lognormal asset process. It describes the usual setup in which the market price of risk depends on the asset’s physical drift, risk-free rate,…

StatisticsDerivatives pricing
Quant Q&A

The document examines how to quote an FX swap when the near and far legs have different notionals. It presents a proposed shortcut based on net spot exposure and far-leg swap points, then compares it with pricing each leg separately. A worked EUR/USD example…

ForexDerivatives pricingExecution
Quant Q&A

This explanation shows how the product rule in Itô calculus creates the discounting term when differentiating an option value divided by a bank account. Set the two factors to the option price and the inverse bank account, then apply the rule, including the…

OptionsDerivatives pricingStatistics
Quant Q&A

The document discusses how market participants price American options on Eurodollar futures and when a European-option approximation may be adequate. It contrasts tree-based models that represent early exercise with the simpler European treatment often used…

FuturesOptionsFixed incomeDerivatives pricing
Quant Q&A

This exchange examines a mismatch between QuantLib and Bloomberg pricing for a Czech koruna interest rate swap. The questioner reports matching fixed-leg dates and the par rate but differing floating reset rates, cash flows, and net present value. A…

Fixed incomeDerivatives pricingStatisticsRisk management
Quant Q&A

The note clarifies how a replicating portfolio can also function as a hedge. Under risk-neutral pricing, a European option can be offset by a portfolio whose value reproduces the option’s payoff and whose combined position with the option evolves at the…

OptionsDerivatives pricingRisk management
Quant Q&A

The note explains why hedging skew exposure in a forward-starting option differs from hedging an ordinary option. A forward-starting put may be analytically short skew, yet during the forward period its strike resets in proportion to the underlying price.…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The note explains how to replicate a zero-coupon structured note that returns its principal at maturity plus an oil-linked payment. The extra payment rises in proportion to oil prices above 25, but is capped at 2,550. The proposed replication combines a…

OptionsCommoditiesDerivatives pricing
Quant Q&A

The document considers a claim that pays one unit if default occurs before maturity and seeks to express its value as an integral over possible default times. The proposed representation combines the default-time density, formed from the hazard rate and…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document compares three representations of option market information: implied volatility by strike and maturity, raw call or put premiums, and the risk-neutral return distribution. It argues that these are equivalent views of the same information and can…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document collects questions about calibrating one- and two-factor Hull–White models to cap prices, calculating instantaneous forward rates for the drift function, and obtaining short-rate paths after calibration. The replies distinguish the model’s short…

Fixed incomeDerivatives pricingRisk managementBacktesting