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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

20,364 documents

Quant Q&A

The document clarifies the interpretation of a calibration described for the one-factor Hull–White interest-rate model. The question asks whether the optimization produces a mean-reversion rate and diffusion parameter shared across all curve tenors, rather…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion compares ways to fit implied volatility skew across strikes for a single option maturity. A quadratic polynomial is raised as a simple alternative to higher-order polynomial fits, but the responses focus on parametric distribution approaches…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document considers why bump-and-reprice calculations can assign substantial duration to an interest rate swap’s floating leg, even though a common bond-style approximation treats that leg as having near-zero duration. Shifting the forward curve changes…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

Nasdaq ITCH distinguishes attributed orders, which include a market participant identifier, from non-attributed orders. The discussion explains why a firm might choose to reveal its identity: venues may offer rebates or program eligibility, and a broker may…

EquitiesMarket microstructureExecution
Quant Q&A

The document explains how to convert annualized volatility into volatility over shorter horizons using the square root of time. It initially gives an incorrect monthly conversion for a VIX reading of 15; the accepted answer corrects it to about 4.33 percent…

VolatilityStatisticsUS markets
Quant Q&A

The document works through building discount and projection curves in QuantLib to price a five-year EUR receiver interest rate swap. The setup uses an ESTR-linked overnight curve for discounting, a six-month Euribor curve for forecasting, and Bloomberg swap…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document discusses how to measure and hedge repo rate exposure embedded in a bond derivative. It notes that repo rates can move with overnight indexed swap rates while still diverging enough for the repo versus OIS spread to create material risk. This…

Fixed incomeFuturesRisk management
Quant Q&A

The answer explains a route from stochastic future volatility to strike-dependent implied volatility. It writes a vanilla option value as an expectation over possible future realized volatilities, or equivalently as an average of Black–Scholes prices…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document describes an attempt to fit a stochastic volatility model to five-minute volume-weighted average prices for the euro–US dollar market. It outlines parameters for the long-run volatility level, persistence, current latent volatility, and…

ForexFuturesVolatilityStatistics
Quant Q&A

The document asks why model-free implied volatility measures such as VIX are offered for major equity indices and only a small number of individual stocks. The accepted response adds that similar indices also exist for gold, silver, and oil, showing that the…

OptionsVolatilityEquitiesCommodities
Quant Q&A

The document asks whether the NASDAQ opening time changes when daylight saving time ends. It distinguishes the exchange’s local schedule from the UTC conversion: the stated opening is 9:30 a.m. in New York, while the question notes that this corresponds to…

EquitiesUS markets
Quant Q&A

The document poses an apparent contradiction in the Black–Scholes model. As volatility rises without bound, the probability that a geometric Brownian motion finishes above the strike tends toward zero, which seems to imply a worthless call. Yet the…

OptionsDerivatives pricingVolatility
Quant Q&A

The document addresses converting a day count to maturity into a standard tenor label, such as mapping a short period to one month or a longer period to two years. The answer argues that no universal automatic convention is appropriate because users may want…

Fixed incomeStatistics
Quant Q&A

The discussion asks whether simulated issuer equity returns or bond returns are a better basis for estimating joint rating-change and default events across a bond portfolio. It distinguishes bond-return simulations, which reflect interest-rate, swap-spread,…

Fixed incomeEquitiesStatisticsRisk management
Quant Q&A

The discussion considers whether options trade directly on the MSCI World index and where researchers might obtain broad international options data. Responses suggest that a single database covering all exchange-traded instruments worldwide is not available,…

OptionsMulti-assetEquities
Quant Q&A

The document examines an FX option whose payoff is settled in the currency of the underlying rather than the usual domestic currency. It first sketches a Black–Scholes setup for an exchange rate, then changes the payoff through the currency conversion and…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The document asks how unexpected loss is treated under Basel II and presents the advanced internal ratings-based framework’s expected-loss expression, correlation and maturity adjustments, capital requirement, and risk-weighted asset calculation. Its…

Fixed incomeRisk managementStatisticsDerivatives pricing
Quant Q&A

The discussion compares at-the-money payer swaptions with different expiry and underlying swap terms: one-year expiry on a ten-year swap and ten-year expiry on a one-year swap. It explains that expiry affects option value through volatility accumulated over…

Fixed incomeOptionsDerivatives pricingVolatility
Quant Q&A

The document frames a valuation question about the equity component of a convertible bond under the Tsiveriotis–Fernandes approach. It distinguishes the cash component, which represents coupons and principal and is discounted at a risky rate, from the equity…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains why an American call or put, with the other contract and market assumptions held fixed, is worth at least as much when its maturity is extended. The central argument is based on exercise flexibility: any stopping time available before…

OptionsDerivatives pricingStatistics
Quant Q&A

The document describes practical ways to identify errors in daily price histories after the author found repeated closing prices that appeared inconsistent with market activity. It recommends comparing the same dates across independent data vendors, using…

EquitiesStatisticsBacktesting
Quant Q&A

The document poses a comparison between two ways of hedging the financing and rate exposure of an investment-grade bond in an inverted curve environment. The investor buys a bond yielding less than three-month Euribor and wants to lock in a spread over…

Fixed incomeCarryRisk management
Quant Q&A

The document sets up the present value of a life annuity that pays a fixed amount yearly from a deferred start date until the holder dies. It discounts each possible payment using the relevant zero rate and weights it by the probability that the holder…

Fixed incomeStatisticsRisk management
Quant Q&A

The response cautions that an expected end to quantitative easing does not automatically imply falling Treasury futures prices or a profitable long put position. If a policy change is widely anticipated, markets may already reflect it. The author also points…

Fixed incomeFuturesOptionsCarry