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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
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 note explains why a discount rate in discounted cash flow analysis can be viewed as a minimum acceptable return. It frames the rate as a risk-free benchmark: an investor can generally earn that return without taking risk, so a cash flow discounted at a…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document addresses apparent half-tick price changes in Micro E-mini futures despite the stated minimum tick size. Its accepted answer suggests first checking whether the data show executed trades or midquotes. When the bid–ask spread widens from one tick…

FuturesMarket microstructureExecution
Quant Q&A

The document explains that implied volatility is the Black–Scholes volatility that matches an observed option price; it is a way to express market prices through that model, not proof of a uniquely correct price. It also cautions that the strike pattern…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document presents a regression question about two predictors whose individual coefficient tests produce relatively large p-values, while a joint test of both coefficients being zero produces a smaller p-value. It asks why this can happen and seeks…

StatisticsBacktesting
Quant Q&A

The document asks how to find past expiration dates for futures, especially stock index contracts, and contrasts calculating dates with retrieving recorded contract data. One answer describes querying historical instrument definitions from a market data…

FuturesBacktestingMarket microstructure
Quant Q&A

The document examines whether a lower estimated expected shortfall implies lower sample standard deviation. Under a normal distribution, it describes a relationship in which scaling volatility changes expected shortfall in the same direction, while the sign…

Risk managementStatisticsPortfolio construction
Quant Q&A

The document asks how to deploy a fixed cash allocation into an asset class while seeking a favorable average purchase price. Its example splits an allocation into several buys at progressively lower index levels, then contrasts that idealized path with…

Portfolio constructionExecutionEquitiesRisk management
Quant Q&A

The discussion distinguishes the effect of firm-specific events on a stock’s value from their effect on expected returns. An adverse event such as an oil spill can lower expected future cash flows through potential fines and other costs, reducing the present…

EquitiesRisk managementStatistics
Quant Q&A

The document compares pricing an at-the-money European call on a two-stock basket with a multivariate local volatility model using constant correlation and a Gaussian copula using the same correlation. It reports a result for models calibrated to each…

Multi-assetDerivatives pricingVolatilityOptions
Quant Q&A

The document concerns a numerical issue in the Longstaff–Schwartz least-squares Monte Carlo method for valuing early-exercise options. At each exercise date, the continuation value is estimated by regressing future cash flows on basis functions using only…

OptionsDerivatives pricingStatisticsBacktesting
Quant Q&A

The document compares two ways to value a fixed-for-fixed FX swap under multiple curves. One approach discounts the foreign-currency leg using a curve adjusted for cross-currency basis, then converts its present value at spot. The other converts each foreign…

ForexFixed incomeDerivatives pricingArbitrage
Quant Q&A

The document presents a Bernoulli differential equation with a quadratic term in the unknown function and asks how to solve it. It describes a substitution that takes the reciprocal of the function, differentiates that reciprocal, and converts the original…

Statistics
Quant Q&A

The document asks how to size overweights and underweights in a ten-asset portfolio relative to benchmark weights. The investor has views on four assets and wants to scale active positions so their risk contributions are balanced, while keeping the remaining…

Portfolio constructionRisk managementPosition sizingStatistics
Quant Q&A

The document addresses how to construct a hedge across two-, five-, and ten-year Treasury futures that is neutral to parallel shifts and changes in yield-curve slope. It describes running principal component analysis on a returns matrix and interpreting the…

FuturesFixed incomeStatisticsRisk management
Quant Q&A

The document poses a relative valuation problem: comparing callable bonds from the same issuer when their call schedules differ. It asks whether option-adjusted spread can be compared directly across those bonds, given that OAS accounts for embedded option…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains why least squares and maximum likelihood can produce the same parameter estimates in a linear regression with normally distributed errors. Writing the conditional likelihood for each observation and taking its logarithm gives a constant…

StatisticsMachine learning
Quant Q&A

The document describes an observed inverse relationship between strike and Black–Scholes implied volatility for Ibex 35 options. The author says the option prices and strikes came from daily exchange data, plots spot alongside the volatility curve, and…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to create an implied-volatility curve from option prices generated by a Heston model. For each strike, first evaluate the Heston call price using the chosen model parameters and maturity. Then find the Black-Scholes implied…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes mean-variance optimization from maximizing the Sharpe ratio. Mean-variance analysis can mean constructing the frontier of portfolios that minimize variance for a target expected return, or choosing a portfolio based on an…

Portfolio constructionRisk managementStatistics
Quant Q&A

The document asks how a continuous-time price and variance process relates to a discrete-time stochastic volatility model. Applying Itô’s lemma to log price and log variance gives a mean-reverting log-variance process and a log-return process whose…

StatisticsVolatilityDerivatives pricing
Quant Q&A

The document compares SOFR curve construction and cash-flow projection with legacy IBOR approaches. One answer says curve building still depends on the available liquid market inputs and chosen interpolation, while projecting cash flows follows the rate’s…

Fixed incomeDerivatives pricingUS markets
Quant Q&A

The document derives the value and duration of a semiannual floating-rate note with coupons reset to the prevailing six-month rate. Working backward from maturity, the answer shows that each reset-date value equals par: the principal and next coupon…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document asks where historical or current intraday prices for government bonds can be obtained. The response identifies Interactive Brokers as a source of historical intraday bond data and gives a T-bill as an example of a security checked. It also…

Fixed incomeExecutionBacktesting
Quant Q&A

The document explains why an RQuantLib valuation of an American option can return a price while showing missing values for delta, gamma, vega, theta, rho, and dividend rho. The accepted answer attributes this to the selected pricing engine: the simplified…

OptionsDerivatives pricingVolatility