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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 discussion examines whether step-up bonds are less sensitive to rising market rates than comparable fixed-rate bonds. It argues that the comparison depends on the benchmark: against a bond paying only the initial, lower coupon, a step-up bond can have…

Fixed incomeRisk management
Quant Q&A

For a mean-variance portfolio, the covariance matrix can be separated into asset volatilities and pairwise correlations. Place the estimated standard deviations on the diagonal of a diagonal matrix, then multiply that matrix by the correlation matrix and by…

Portfolio constructionStatisticsRisk management
Quant Q&A

Market makers stand ready to buy from sellers and sell to buyers, providing immediacy when natural counterparties are not available at the same time. They quote a bid, the price at which they will buy, and an ask, the price at which they will sell. The gap…

Market makingMarket microstructureExecution
Quant Q&A

The discussion addresses where to obtain several years of daily implied volatility data for large-cap stocks for backtesting. It suggests Interactive Brokers as a possible source, while noting that access requires a market data subscription. A separate reply…

OptionsVolatilityBacktesting
Quant Q&A

The document explains what a currency pair position represents, why a newly opened trade can show a loss, and why three pair trades may not automatically leave an account flat. In a spot-market interpretation, buying a pair means acquiring the base currency…

ForexSpot marketsExecutionRisk management
Quant Q&A

The document addresses why a futures contract’s notional value can be difficult to define, using a Eurodollar futures position as the motivating example. Its main point is that notional is not necessarily governed by one universal formal definition. In…

FuturesFixed incomeRisk management
Quant Q&A

The document explains how to calculate moments when a distribution is represented by a finite set of support points and associated probability values. For a discrete random variable, the raw moment of order k is the sum of each support value raised to k,…

Statistics
Quant Q&A

The document outlines questions and practical choices involved in studying how earnings surprises relate to stock behavior. A study can measure how often firms beat or miss expectations, the size of the gap, price moves around announcements, later…

EquitiesEvent-drivenStatisticsBacktesting
Quant Q&A

The document introduces the GARCH model’s decomposition of a return innovation into a time varying conditional scale and a standardized shock. Its variance equation combines a constant, lagged squared innovations, and lagged conditional variances. The author…

StatisticsVolatility
Quant Q&A

The document describes a simulation in which Poisson counts determine how many exponential random variables to draw for each component, after which weighted component sums produce one value per path. The original example uses nested Python loops and targets…

StatisticsMachine learningBacktesting
Quant Q&A

The document explains why a constant maturity swap coupon linked to a long tenor swap rate cannot be valued simply by substituting the forward swap rate as the expected coupon. In the example, one leg pays a short term LIBOR rate and the other pays a ten…

Fixed incomeDerivatives pricingOptions
Quant Q&A

The document asks how to interpret risk neutral pricing in a trinomial option model. It observes that the model’s pricing formula depends on a parameter and wonders whether that parameter must be chosen to obtain a fair European option price. It also asks…

OptionsDerivatives pricing
Quant Q&A

The document asks how to calculate the return when a bond is purchased and sold before maturity. In the example, the investor pays $980, receives a semiannual coupon, and sells the bond six months later for $1,025. The proposed approach combines the sale…

Fixed incomeStatistics
Quant Q&A

Quote spam, also called quote stuffing or book colouring, refers to order activity that changes the visible order book without reflecting a genuine intention to trade the displayed quantity. Because participants use order-book depth and prices to assess…

High-frequency tradingMarket microstructureExecutionEquities
Quant Q&A

A portfolio long the EuroStoxx 50 total return index and short its futures appears to earn about 15% over ten years, exceeding the return of three-month Euribor. The discussion explains why this spread should not be treated as a risk-free arbitrage. A…

EquitiesFuturesArbitrageExecution
Quant Q&A

The document explains the Act/365 Canadian Bond day count convention used for some Canadian government and corporate bonds. It summarizes the cited convention’s year-fraction rules for regular coupon periods and settlement accrued interest, then examines…

Fixed incomeStatisticsRisk management
Quant Q&A

The document asks why normal or lognormal return assumptions remain common when empirical return samples can fail normality tests. It presents three perspectives: one answer argues that such models are mathematically valid under restrictive assumptions,…

StatisticsRisk managementDerivatives pricingVolatility
Quant Q&A

The question considers three stocks where X is cointegrated with Y and Y with Z, but X and Z are not reported as cointegrated and no three-variable cointegrating relation is available. It asks whether the two pair relationships can support a dynamic…

EquitiesPairs tradingStatistics
Quant Q&A

The document asks whether Quandl’s Wiki Continuous Futures series are already adjusted for contract rolls and how to handle them in rolling train-and-test backtests. It distinguishes continuous series from explicitly back-adjusted data: the presence of a…

FuturesBacktestingStatistics
Quant Q&A

The document presents a condition used to assess whether an implied volatility slice is free of butterfly arbitrage. It defines a function of log-moneyness using total implied variance and its first and second derivatives. The stated criterion requires that…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document explores how a strategy can have positive estimated alpha while its cumulative return trails the benchmark. It explains the distinction through a factor model: alpha measures performance unexplained by market exposure, while realized total…

StatisticsPortfolio constructionRisk management
Quant Q&A

The document asks why a bond priced at par, with a coupon tied to SOFR plus a fixed margin, can have a calculated z-spread different from that margin when the benchmark curve is also SOFR. The example describes a five-month bond with monthly payments and a…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion explains the contract convention behind the $25 DV01 of a Eurodollar futures contract. The contract quote is 100 minus annualized three-month LIBOR, so a one-basis-point rate move corresponds to a small change in the quoted price. The…

FuturesFixed incomeRisk management