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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

20,364 documents

Quant Q&A

The document explains why faster mortgage prepayments tend to raise yield to maturity for a bond bought below face value, but lower yield for one bought above face value. It uses fixed coupon bond examples with different repayment dates to show how the gain…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document discusses using proxy time series when a risk factor lacks enough historical observations for market risk measurement. It contrasts older Basel II guidance with the newer Fundamental Review of the Trading Book (FRTB), where insufficient real…

Risk managementStatisticsVolatilityBacktesting
Quant Q&A

The document considers how to scale minute-by-minute trading volumes into a bounded range when an unusually large observation distorts ordinary normalization. It proposes a dynamic cap based on twice the sample median, then clips values above that limit…

StatisticsMarket microstructureTechnical indicators
Quant Q&A

The document addresses whether a joint probability density can be used only for rectangular events, such as separate constraints on each random variable. It explains that a density definition may be stated first for product sets without restricting…

Statistics
Quant Q&A

The document explains why legal entity identifiers, Bloomberg tickers, and security identifiers do not generally map one to one. An LEI identifies an entity, while instruments such as bonds issued by that entity have their own identifiers. A single entity…

Fixed incomeEquitiesMarket microstructure
Quant Q&A

The document clarifies why option volatility models may express moneyness using the underlying’s forward price or spot price. It distinguishes this choice from forward volatility, which means volatility over a future time interval. Forward based moneyness…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks what a Bloomberg spreadsheet expression calculates while attempting to reproduce it with another data source. The expression retrieves a security’s last price with a historical data request and divides it by a technical-analysis request for…

Technical indicatorsEquitiesStatistics
Quant Q&A

The document clarifies two return calculations used when measuring event-study abnormal returns. A stock’s size-adjusted return for a day is its own return minus the equal-weighted return of stocks in the same size decile. The described reference group uses…

Event-drivenEquitiesStatistics
Quant Q&A

The document describes a two-period portfolio comparison using historical returns. It estimates an in-sample efficient frontier from the first period’s empirical covariance matrix, generating portfolios across target returns. It then keeps those portfolio…

Portfolio constructionBacktestingStatisticsEquities
Quant Q&A

The document asks how to state the Black–Scholes free-boundary problem for an American put. It contrasts two proposed condition sets involving the exercise region, continuation region, terminal payoff, behavior at large stock prices, and value and delta…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains the intuition behind a claim that a par bond has zero key rate duration at curve points other than its maturity-matched rate. The key assumption is that a shocked par yield curve remains a par curve. Under that convention, a shift at a…

Fixed incomeRisk managementStatistics
Quant Q&A

The document examines a claim that at-the-money-forward implied volatility in the Heston model is below the square root of expected variance. The response connects variance swap volatility to an expectation over squared values of a transformed, or modified,…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains why the Fama-French three factors can be correlated without invalidating the model. In a classical factor model, researchers specify factor return series and estimate each asset’s factor loadings with time-series regressions. Those…

Factor investingEquitiesStatistics
Quant Q&A

The document compares guidance on how banks should represent non-performing exposures (NPEs) in interest rate risk in the banking book. EBA guidance says to treat exposures net of provisions as interest-sensitive instruments, using expected cash flows and…

Fixed incomeRisk management
Quant Q&A

The document addresses finite difference pricing when an exotic option has a discontinuous payoff, such as a binary or barrier, and nearby vanilla strikes are used for hedging. A coarse asset-price grid may fail to represent the payoff boundary accurately…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains why squared returns divided by estimated conditional variance can be used to check a GARCH model. Under the model, returns are written as conditional volatility times an independent, zero-mean, unit-variance innovation. A GARCH(1,1)…

StatisticsVolatilityRisk management
Quant Q&A

The document explains why historical OHLCV records for the same listed share can disagree across Google Finance and Yahoo Finance. Possible causes include distinct vendors and trading platforms, different aggregation rules, post-trade corrections,…

EquitiesStatisticsBacktesting
Quant Q&A

The document surveys modeling concerns when interest rates can fall below zero, focusing on products whose pricing frameworks assume lognormal rates. Black-style option formulas and some volatility conventions become unsuitable when rates may be negative.…

Derivatives pricingOptionsFixed incomeVolatility
Quant Q&A

The document explains the beta adjustment behind the betting-against-beta factor. It treats a risky asset's return above the risk-free rate as a zero-cost excess return, then scales that return by the inverse of its market beta. This changes the portfolio's…

EquitiesFactor investingPortfolio construction
Quant Q&A

The document resolves a terminology question about Japan’s overnight reference rate. The question contrasts the Bank of Japan’s use of TONA with the TONAR name found in another reference source, and asks whether they identify distinct rates. The accepted…

Fixed incomeForex
Quant Q&A

The document weighs whether investors should include commodities in diversified portfolios. It presents arguments on both sides, noting that asset-allocation products and some institutional portfolios use commodity exposure, while the cited research is not…

CommoditiesFuturesPortfolio constructionMomentum
Quant Q&A

The document examines how to derive the variance of the short rate in the Cox–Ingersoll–Ross model, whose diffusion volatility depends on the square root of the rate. One proposed derivation transforms the rate, applies Itô’s lemma to its square, and then…

Fixed incomeStatisticsVolatility
Quant Q&A

The document describes a two-step Fama–MacBeth procedure for estimating risk premia. First, each stock’s return is regressed on a market index to estimate its market beta. The second step is a cross-sectional regression for each date, using the stock betas…

EquitiesStatisticsFactor investing
Quant Q&A

The document explains how to find the fixed coupon rate that makes a coupon bond's value at its starting date equal its face value. Under evenly spaced payment dates, each coupon is the rate multiplied by the accrual interval and face value. The bond price…

Fixed incomeDerivatives pricing