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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

20,364 documents

Quant Q&A

The document asks whether the fundamental pricing identity for an asset divided by a numeraire remains valid when their values are correlated. The answer explains that correlation does not invalidate the identity: under the measure associated with a strictly…

Derivatives pricingStatisticsRisk managementMulti-asset
Quant Q&A

The document describes an effort to calibrate a simple stochastic volatility model with the Efficient Method of Moments (EMM), as a step toward calibrating Heston parameters from historical equity returns. The author reproduces a SAS example in Python,…

EquitiesVolatilityStatisticsMachine learning
Quant Q&A

The document presents cost-of-carry relationships for pricing a forward on an asset that pays dividends or another yield. It gives equivalent expressions using a continuous yield or the present value of future cash flows, then states the value formula for a…

FuturesDerivatives pricingCarryEquities
Quant Q&A

The document describes an attempt to reproduce a vendor price for a discrete arithmetic average price Asian call using the Haug, Haug and Margrabe approximation and Curran’s approximation. It lays out the inputs, reports the author’s calculated values and…

OptionsDerivatives pricingVolatilityBacktesting
Quant Q&A

The discussion asks whether security prices can be modeled with hyperbolic rather than exponential discounting. It points to academic work examining the asset-pricing consequences: less patient investors may produce lower stock prices and higher interest…

EquitiesStatistics
Quant Q&A

The document examines a practical issue in pairs trading: reversing which security is treated as the dependent variable can change the estimated hedge ratio and produce very different spread values and z-scores. The author illustrates the problem by fitting…

Pairs tradingMean reversionStatistics
Quant Q&A

The document compares local volatility, stochastic volatility, and parameterized approaches for representing an implied volatility surface. Implied volatility is a transformed representation of European option prices, and interpolation in volatility space…

OptionsVolatilityDerivatives pricingMarket microstructure
Quant Q&A

The discussion explains why a stochastic discount factor can be written as an affine function of a portfolio return, and how a normalized form relates to the tangency portfolio. In incomplete markets, pricing conditions generally allow multiple SDFs; scaling…

EquitiesPortfolio constructionStatisticsRisk management
Quant Q&A

The document considers whether a single-factor Linear Gaussian Model calibrated to coterminal swaptions can price both payer and receiver Bermudan swaptions. The question arises because the two option types have different exercise boundaries and may respond…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The discussion asks whether statistical arbitrage can work in foreign exchange and describes a study of relative-value trading among G10 currencies. The cited approach forms currency pairs from USD crosses, measures their misalignment, and trades when…

ForexPairs tradingMean reversionBacktesting
Quant Q&A

The document asks whether one exchange-traded fund can provide exposure to equity markets around the world, rather than tracking a single national index. The answer points to two broad-market products: one tracking the FTSE Global All Cap Index and another…

EquitiesMulti-assetPortfolio construction
Quant Q&A

The document clarifies the relationship between the drift of a price process and the drift of its logarithm under geometric Brownian motion. Starting from a stochastic differential equation for proportional price changes, Itô’s formula gives a log-price…

StatisticsVolatilityDerivatives pricingEquities
Quant Q&A

The document distinguishes the current VIX level from the behavior of VIX as market conditions change. VIX squared corresponds to a variance swap strike, and the answer uses an analogy with a stock whose current price does not depend on its instantaneous…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document explains why a Black–Scholes European call with an extremely long maturity may be priced close to the current stock price. Under positive growth conditions, the stock is expected to become much larger than the strike over a sufficiently long…

OptionsEquitiesDerivatives pricingStatistics
Quant Q&A

The document considers a cross-currency basis swap and an offsetting hedge booked with different counterparties under different collateral agreements (CSAs). Because one trade is collateralized in euros and the other in dollars, a move in cross-currency…

Fixed incomeDerivatives pricingRisk managementMulti-asset
Quant Q&A

The document addresses how effective and maturity dates are set for forward-starting interest rate swaps when a forward-period date falls on a non-business day. It distinguishes a swap-dealer convention, which aligns the forward swap with the date schedule…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains how Eurodollar futures can provide a strip of implied forward rates and how those rates can be used to construct a fixed-for-floating interest rate swap rate. For payment dates, the forward floating rates are weighted by discount…

Fixed incomeFuturesDerivatives pricing
Quant Q&A

The document examines a Monte Carlo valuation in which a simulated American call on a non-dividend-paying stock is priced slightly below a European call with the same strike and maturity. The example fits a Student t location-scale distribution to historical…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document clarifies two Moody’s rating-history symbols used for sovereign foreign-currency long-term debt. A “(P)” before a rating denotes a provisional rating. Moody’s may assign one when it expects the rating to become final after receiving…

Fixed incomeRisk management
Quant Q&A

The document distinguishes two ways to describe an asset’s systematic risk in the CAPM. The quantity formed by multiplying the asset’s volatility by its correlation with the market expresses market-related risk in volatility units. Beta expresses that same…

EquitiesStatisticsPortfolio construction
Quant Q&A

The document derives an arbitrage-free price for a European call whose underlying is the geometric mean of several stock prices. It assumes each stock follows risk-neutral geometric Brownian motion with a common interest rate, individual volatilities, and…

OptionsDerivatives pricingStatistics
Quant Q&A

The document derives how skewness behaves when independent return increments are combined and how a forward-period skew can be recovered from observations over a longer horizon. For two independent, mean-zero increments, variances add and third central…

StatisticsVolatilityOptions
Quant Q&A

The discussion considers quasi-random sampling for Monte Carlo valuation of path-dependent interest-rate options, where each simulated path may require many time steps. Its main recommendation is a dimension-ordering approach: use low-discrepancy…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The document outlines symmetric, also called Löwdin, orthogonalization for a set of linearly independent column vectors. Starting from a matrix of vectors, it seeks a transformed basis whose columns are orthonormal. The general transformation is formed from…

StatisticsPortfolio construction