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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
Quantopian lectures
45 documents
Binance API docs
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 document explains how the Black formula for a European option on a futures price relates to Black–Scholes pricing. Under risk-neutral pricing, the futures price is modeled as a lognormal process, and the option value is the discounted expected payoff at…

OptionsFuturesDerivatives pricingStatistics
Quant Q&A

The document derives an equivalent martingale measure for a Bachelier stock-price model with constant drift and volatility, assuming a zero interest rate. Under the original measure, the stock follows an arithmetic Brownian motion. To make the discounted…

Derivatives pricingOptionsStatistics
Quant Q&A

The document explains how expectations of a random variable can be transferred between probability measures using a Radon–Nikodym derivative. It clarifies that a random variable such as Brownian motion remains the same measurable function when the measure…

Derivatives pricingStatistics
Quant Q&A

The document explains how an option’s strike price relates to its intrinsic value, the portion of an option’s value associated with exercising it immediately. A call gives its holder the right to buy the underlying asset, so it has positive intrinsic value…

OptionsDerivatives pricing
Quant Q&A

The document is a beginner’s question about steps in a stochastic derivation of a zero-coupon bond formula. It asks why the drift term μ(t) is identified with the expectation of the short rate r(t), how one displayed identity follows, and how a later…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The discussion asks how volatility that changes over time affects option prices and implied volatility, and how those effects vary with maturity. One response reasons that greater uncertainty in the underlying’s path can raise an option’s value, while…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document outlines a finite-difference approach to pricing a European call by evolving the underlying asset’s probability density under a geometric Brownian motion model. It starts with a forward Kolmogorov equation, discretizes time and the asset-price…

OptionsDerivatives pricingStatisticsBacktesting
Quant Q&A

The answer explains a practical reason to use a commodity swap when individual forwards are available: a swap can package a series of forward exposures into one agreement. For a farmer seeking to hedge production across multiple periods, this can reduce the…

CommoditiesDerivatives pricingRisk management
Quant Q&A

The exchange considers how quantitative finance readers can discover useful research among SSRN’s many e-journal categories. It notes that specialized areas such as derivatives and risk management can help narrow browsing, while broad categories may include…

StatisticsDerivatives pricingRisk management
Quant Q&A

The question concerns calibrating a swaption model when Bloomberg provides normal volatilities at several strikes around the at-the-money forward swap rate. A least-squares calibration requires market prices as targets, but the author does not know which…

OptionsDerivatives pricingVolatilityFixed income
Quant Q&A

The document examines why a variance swap’s market price may differ from a theoretical price based on replicating the payoff with a strip of European options. The standard replication formula relies on a continuous, jump-free price process. A contract’s…

OptionsVolatilityDerivatives pricingMarket microstructure
Quant Q&A

The document explains why a futures position’s mark-to-market adjustment is the change in the futures contract’s quoted market price, rather than that change discounted back to the contract’s expiration. The key point is that the contract’s observable…

FuturesDerivatives pricing
Quant Q&A

The document examines an apparent contradiction in a derivation of forward-rate dynamics. Starting from bond price dynamics under the risk-neutral measure, the question applies a change to the T-forward measure and then differentiates the logarithm of the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document raises two conceptual questions about the Black–Scholes replicating portfolio: whether changing the hedge ratio requires unlimited funding, and why risk is described through changes in portfolio value rather than cash flows into it. It…

OptionsDerivatives pricingRisk management
Quant Q&A

The discussion considers whether the standard SABR implied volatility approximation can be calibrated to quotes with negative strikes. The accepted answer explains that the cited Hagan formula relies on a log-moneyness expression and does not apply when…

Derivatives pricingVolatilityOptions
Quant Q&A

The document explains why pricing a multi-index structured option requires more than estimating historical average returns and covariance, then simulating under a multivariate normal distribution. It identifies risk-neutral pricing as the framework: discount…

OptionsMulti-assetDerivatives pricingVolatility
Quant Q&A

The document derives the initial value of a claim whose payoff is the terminal stock price raised to a positive integer power in a Cox-Ross-Rubinstein binomial model. Under the risk-neutral measure, it discounts the expected terminal payoff at the per-period…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why a one-period stock price with up and down multipliers of 1.15 and 0.85 is a martingale under a risk-neutral measure when the risk-free rate is zero. Under that measure, the two outcomes each have probability 0.5, so the conditional…

StatisticsDerivatives pricing
Quant Q&A

The document resolves an apparent conflict between foreign exchange rate dynamics and the martingale condition under a domestic money-market numeraire. An exchange rate quoted as units of domestic currency per unit of foreign currency has drift equal to the…

ForexFixed incomeStatisticsDerivatives pricing
Quant Q&A

The document derives the dynamics of a LIBOR forward rate under the measure associated with a zero-coupon bond maturing at the forward rate’s end date. Starting from bond price dynamics under the risk-neutral measure, it applies Itô’s lemma to the ratio of…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document clarifies the relationship between a derivative’s payoff shape, its delta, and the need for a pricing model. A claim with payoff linear in the underlying price, expressed as a times the stock price plus b, can be replicated by a position in the…

Derivatives pricingOptionsArbitrage
Quant Q&A

This question asks how the general Hagan SABR implied-volatility expression simplifies at the at-the-money point. It focuses on understanding why the ratio involving the transformed variable and its auxiliary function takes its limiting value, allowing the…

Derivatives pricingVolatilityOptions
Quant Q&A

The answer shows how to construct a new probability measure under which a random variable with a valid density becomes standard normal. It defines the new measure using a Radon–Nikodym derivative equal to the standard normal density divided by the variable’s…

StatisticsDerivatives pricing
Quant Q&A

The document explains the scaling on the premium side of a quarterly-pay credit default swap pricing equation. The factor of 10,000 converts a spread expressed in basis points into decimal rate units. The factor of four corresponds to quarterly installments,…

Fixed incomeDerivatives pricing