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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
Quantpedia
86 documents
TqSdk
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 a swap’s discounting can change when the collateral poster may choose between eligible currencies. This choice resembles a cheapest-to-deliver option: the poster prefers the collateral class with the most favorable return, and the…

Fixed incomeMulti-assetDerivatives pricingRisk management
Quant Q&A

The document asks for intuition behind a forward variance stochastic differential equation used in rough volatility research. The displayed dynamics depend on the forward variance level, a volatility parameter, the Hurst parameter, the time to the forward…

VolatilityDerivatives pricingStatistics
Quant Q&A

The document investigates why a SABR calibration using Bloomberg cap volatility figures produces a poor match across strikes. The question provides an example with caplet-related strikes and volatilities, estimates a forward from interest-rate curve inputs,…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses what a payer of fixed interest on a swap can do when market rates move, distinguishing the original purpose of a fixed-for-floating swap from a wish to exit or offset it. One answer frames the floating leg as a hedge for floating-rate…

Fixed incomeFuturesRisk managementDerivatives pricing
Quant Q&A

This note explains why Black–Scholes vega can look large when volatility is entered as a decimal. Vega measures the option price’s sensitivity to a one-unit change in volatility, equivalent to a 100 percentage point move. The quoted S&P 500 example has vega…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document challenges a proposed expression that would price a down-and-out call as a scaled European call with the same initial asset price, strike, volatility, rate, and expiry. The response explains that a barrier option cannot generally be represented…

OptionsDerivatives pricingVolatility
Quant Q&A

The document presents a numerical attempt to apply Jamshidian’s trick to a European put on a coupon bond. It compares the bond option’s Black-76 value with the sum of Black-76 values for options on the bond’s individual cash flows. In the example, intrinsic…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document investigates why a QuantLib overnight index swap does not reproduce the quoted rate used to build a curve through DatedOISRateHelper. Its example compares a swap starting on the evaluation date and ending on a date that falls after a weekend…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how modified duration relates to observed bond price and yield changes when time passes and a bond’s remaining maturity shrinks. It defines modified duration as the negative proportional sensitivity of price to yield, using a derivative…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document discusses time variables used in Haug’s presentation of the Turnbull-Wakeman approximation for arithmetic-average rate options. It identifies the option’s remaining time to maturity, the original averaging-period length, the time elapsed since…

OptionsDerivatives pricingVolatility
Quant Q&A

The discussion recommends introductory references for learning probability, random variables, Brownian motion, Itô integration, jump processes, and stochastic calculus. Suggested books range from finance-focused texts by Steven Shreve to compact or more…

StatisticsDerivatives pricing
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 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 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 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 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 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