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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
WonderTrader
14 documents
Alphalens
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 document derives the density ratio between two forward measures by applying the change-of-numéraire principle. A numéraire is a strictly positive price process used as the unit for valuing other assets; changing the numéraire changes the associated…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document raises a question about the payoff represented by Black’s model for an option on a futures contract. It distinguishes the futures price agreed when the option is exercised from the later spot price at the futures contract’s own maturity. The…

FuturesOptionsDerivatives pricing
Quant Q&A

The document clarifies the distinction between a probability measure on entire paths and the distribution of a process observed at a fixed time. Knowing the pathwise Radon–Nikodym process does not generally give the new one-time density by evaluating it at a…

StatisticsDerivatives pricing
Quant Q&A

The document uses a Gram–Charlier approximation to connect the distribution of log returns with the implied volatility curve. It standardizes log returns, approximates their density using a normal density adjusted for skewness and kurtosis, prices a call…

OptionsVolatilityStatisticsDerivatives pricing
Quant Q&A

The discussion separates a futures contract’s initial market value from its price, economic exposure, and the obligations created by taking a position. At a market transaction price, the contract typically starts with zero market value, while the long still…

FuturesDerivatives pricingMarket microstructureRisk management
Quant Q&A

The note explains how changing from the bank-account numeraire to a zero-coupon bond numeraire changes the drift of the Vasicek short rate. In a one-factor Brownian setting, the bank account has zero diffusion, while the bond price has diffusion proportional…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

A digital call pays when the underlying finishes above its strike, so its discounted price equals the risk-neutral probability of finishing in the money. The document connects this price to the strike derivative of an ordinary call price. When ordinary call…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document compares duration and convexity calculated for a zero-coupon bond represented in QuantLib as either a dedicated zero-coupon instrument or a fixed-rate bond with a zero coupon. With the same maturity, settlement date, and zero yield, the reported…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

This exchange concerns transforming the Black–Scholes equation from an underlying spot price to a forward or futures price to obtain an equation for options on futures. The question gives the relationship between spot and forward prices and presents the…

OptionsFuturesDerivatives pricing
Quant Q&A

This question examines when conditioning on the time-zero information set in a financial model gives the same expectation as an unconditional expectation. It highlights a potential tension: if the initial sigma algebra is trivial, every measurable random…

StatisticsDerivatives pricing
Quant Q&A

This discussion explains why an option can have a curved value before expiration even though its payoff at expiration is piecewise linear. Before expiry, an out-of-the-money option retains value because the underlying may still move enough for the option to…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks how much smoothness a function needs for Itô’s formula to apply, using the positive-part payoff as its motivating example. The answer points to generalized functions, whose derivatives may be interpreted in the distributional sense, and…

StatisticsOptionsDerivatives pricing
Quant Q&A

The document clarifies the distinction between an instantaneous short rate and a continuously compounded spot rate for a particular maturity. In a short-rate model such as Vasicek, the instantaneous rate is a theoretical rate over an infinitesimal interval.…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how to implement the Vellekoop–Nieuwenhuis interpolation approach for pricing American options with discrete cash dividends. The author refers to a 2006 paper on derivatives with discrete dividends and provides a Cox–Ross–Rubinstein…

OptionsDerivatives pricingStatistics
Quant Q&A

The document poses a question about how an open-ended factor certificate can deliver a fixed multiple of the underlying asset’s daily percentage move. It contrasts that target with a simple financed position: subtracting a growing loan from the underlying…

Derivatives pricingCommoditiesRisk management
Quant Q&A

The document explains how to supply the initial value to QuantLib’s BlackProcess when pricing European options. The accepted answer clarifies that the process should receive the spot price; the analytic pricing engine derives the forward price from that…

OptionsDerivatives pricing
Quant Q&A

The document examines Malliavin integration by parts for estimating option sensitivities in a diffusion model. It asks whether a Delta weight concentrated up to the first payoff observation loses relevant Brownian information, and how to extend the method to…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document discusses why derivatives are often valued under a risk-neutral measure and how this connects to no-arbitrage pricing and hedging. One response frames risk-neutral valuation as an abstract link between a replicable payoff and the cost of the…

OptionsDerivatives pricingArbitrageRisk management
Quant Q&A

The document clarifies the valuation signs behind an asset swap spread. In the described arrangement, the investor pays the price of a risky fixed-rate bond and receives its fixed cash flows, while entering a swap that converts those payments into…

Fixed incomeDerivatives pricing
Quant Q&A

The document presents an approximation for pricing a geometric Asian call under Heston stochastic volatility. It replaces the random variance path with its deterministic expected variance, then integrates that expected variance over the option horizon to…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document explains why an American call on a non-dividend-paying stock has the same value as its European counterpart, even though a binomial pricing algorithm may compare early exercise value with continuation value at each node. The key distinction is…

OptionsDerivatives pricing
Quant Q&A

The document explains the coupon effect: fairly priced bonds with the same maturity but different coupons can have different yields to maturity when the spot-rate curve is not flat. Yield to maturity compresses a bond’s cash flows into a single rate and…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document explains how to obtain Black–Scholes implied volatility for a European option when the underlying follows a stochastic volatility jump model. Since the model lacks a closed-form log-return density and a direct analytical option price, the answer…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document outlines post-crisis swap valuation using overnight indexed swap rates for discounting, followed by adjustments for counterparty credit, funding, and other costs. It contrasts this approach with older conventions that used government yields or…

Fixed incomeDerivatives pricingRisk management