Skip to content

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 considers whether options can reveal the market’s expected volatility from one close to the following open. It explains that an option’s implied variance over its life represents variance accumulated across the full interval to expiry. A quoted…

OptionsVolatilityStatisticsDerivatives pricing
Quant Q&A

The document asks whether a volatility skew creates expected profit from buying an at-the-money option and delta hedging it. Its answer separates implied volatility from the path of realized prices: a move to a particular terminal level does not reveal how…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses the consumption-based asset pricing equation and why an asset’s payoff covariance with consumption matters for its price. In the model, an investor chooses asset holdings to maximize current and expected future utility, yielding a…

StatisticsDerivatives pricing
Quant Q&A

This document examines why an American call on a non-dividend-paying stock is generally not exercised before expiration. Its central correction is that comparing the proceeds from early exercise with a hypothetical payoff at maturity mixes a known current…

OptionsDerivatives pricingRisk management
Quant Q&A

This document presents a bond portfolio duration calculation and asks how to hedge its interest-rate exposure with a fourth bond. The accepted answer distinguishes Macaulay duration, which measures the weighted timing of cash flows, from modified duration,…

Fixed incomeRisk managementPortfolio constructionDerivatives pricing
Quant Q&A

The document clarifies how long and short CDO tranche positions relate to credit exposure and credit protection. For cash CDO tranches, an investor buying a tranche takes on credit exposure and receives a spread as compensation. For a synthetic CDO, the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document examines the basis risks in a SEK–USD cross-currency swap collateralized in euros. It reasons from the collateral currency: discounting the SEK cash flows may involve a SEK–EUR basis, while discounting the USD cash flows may involve a USD–EUR…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The note examines why an equity option’s annualized at-the-money implied volatility can be higher for a shorter expiry than for a longer one. It distinguishes a downward-sloping volatility term structure from negative forward variance: comparing two implied…

OptionsEquitiesVolatilityDerivatives pricing
Quant Q&A

The document raises a question about using a non-flat term structure when pricing options on bonds with a normal short-rate model. The author describes a proposed mapping for a ten-year bond: at each future point before maturity, use a zero-coupon yield…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains the economic reason bid and ask sides may appear reversed when deriving implied interest rates from an FX forward. A long AUD forward is described as a sequence: borrow USD, exchange USD for AUD at spot, and lend AUD. Each leg has its…

ForexFixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document compares two ways to estimate the price of a European call at a strike and maturity absent from the market: interpolate neighboring option prices directly, or interpolate model inputs such as implied volatility and then reprice with…

OptionsVolatilityDerivatives pricingArbitrage
Quant Q&A

The document explains where practitioners can obtain dividend and repo assumptions when pricing vanilla equity options. It identifies broker quotes or contract terms as sources for repo rates, noting that the standard rate may apply when the underlying is…

EquitiesOptionsDerivatives pricing
Quant Q&A

This brief exchange asks what price to charge for an option whose expected payoff is zero. The reply gives a minimal market-based answer: a seller would accept the smallest positive amount buyers are willing to pay. It treats the question as one of…

OptionsDerivatives pricing
Quant Q&A

This post raises two practical challenges when using QuantLib from Python: inspecting the market inputs inside a Black–Scholes–Merton process and determining the conventions used to calculate a vanilla option’s Greeks. The author says the library’s C++…

OptionsDerivatives pricing
Quant Q&A

The response offers several theoretical research areas for someone seeking mathematical finance problems grounded in analysis, probability, and optimization rather than statistical modeling. It suggests investigating convergence questions in simulation-based…

Derivatives pricingOptionsStatisticsPortfolio construction
Quant Q&A

The discussion explains how price alignment interest (PAI), paid on variation margin, changes the funding interpretation of cleared interest rate swaps. With perfect collateralization, where collateral tracks the derivative’s net present value, the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The answer interprets “near choice” as dealer jargon for a spread whose midpoint is close to zero. For a risk reversal, the proposed meaning is that buying one direction of the spread or the reverse direction costs roughly the same, with the trader…

OptionsForexDerivatives pricingMarket microstructure
Quant Q&A

This discussion addresses European swaption pricing under normal volatility, including how to derive a receiver swaption value from a payer value and whether an at-the-money strike equals the forward swap rate. The answer identifies the Bachelier formula as…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

This discussion examines a negative yield returned by QuantLib for a fixed-rate bond when the user expected a small positive yield. The replies identify several input and convention issues to check: the coupon is divided by 100 after already being described…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how to price a long-maturity fixed-for-floating interest rate swap when the available LIBOR curve quotes extend only to short maturities. Its answer is to use quoted market swap rates beyond the end of the Eurodollar futures strip,…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document derives the fair delivery price for a three-year forward on thirty dividend-paying assets using a replication argument. Buy the assets at spot by borrowing their cost, invest the interim dividends, and compare the resulting time-three cash flows…

Derivatives pricingEquitiesArbitrage
Quant Q&A

The document describes a binary option valuation in RQuantLib where a European contract returns a full set of Greeks, but an American contract displays numeric values only for value, delta, and gamma. The response identifies the cause in the library wrapper:…

OptionsDerivatives pricing
Quant Q&A

The document works through the normalized gains process for a stock paying continuous dividends, using a bank account as numeraire. It starts with geometric Brownian motion under the real-world measure, applies a change of measure, and identifies the…

Derivatives pricingStatisticsFixed income
Quant Q&A

The document explains how interest rate derivatives use historical index fixings for dates already observed and projection curves to estimate future fixings. It then considers valuing a derivative at a simulated future date, when the fixing history available…

Fixed incomeDerivatives pricingStatistics