Skip to content

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 corrects the claim that continuity is equivalent to zero quadratic variation. A continuous path need not have zero quadratic variation: Brownian motion is continuous while its quadratic variation over time is nonzero. The answer also gives a…

Statistics
Quant Q&A

The discussion examines what “vega” should mean when an exotic option is priced with a model beyond Black–Scholes. It raises several possible bump conventions: shifting local volatility, changing stochastic volatility parameters, or bumping an implied…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The discussion surveys proposed links between chaos theory, nonlinear dynamics, fractals, and financial markets. It points to research on nonlinear dynamics, self-similarity, the Hurst exponent, and the use of fractal ideas to model asset returns. One…

StatisticsRisk managementMachine learningCrypto
Quant Q&A

The discussion derives the drift of a pricing kernel formed by multiplying a state-dependent discount factor by a function of state variables that follow Itô processes. The key point is that the accumulated integral of the discount rate has finite variation:…

Derivatives pricingStatisticsFixed income
Quant Q&A

The document describes how a trading system can recover market-data messages lost while receiving a low-latency multicast feed. Because multicast commonly uses UDP, packets can be dropped, leaving a client’s order book incomplete unless it detects and…

Market microstructureExecutionHigh-frequency trading
Quant Q&A

The discussion explains how options enter the U.S. Penny Pilot Program and whether monthly contract volume determines eligibility. The accepted answer says selection was phased through SEC and exchange decisions, rather than governed by a disclosed volume…

OptionsMarket microstructureUS markets
Quant Q&A

The document addresses how to find risk-neutral probabilities that an asset finishes above a threshold at a later observation date, conditional on having stayed below earlier thresholds. A single-date Black–Scholes probability does not capture those multiple…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why an Ulcer Index result expressed as a decimal may look smaller than values shown elsewhere. Under the stated definition, the index is the root mean square of the drawdown from a prior peak, where drawdown is measured as one minus…

Risk managementStatisticsEquities
Quant Q&A

The document reviews evidence on whether high-frequency trading changes market quality in ordinary conditions and during stress. It points to research concluding that greater low-latency activity improves short-term volatility, spreads, and displayed…

High-frequency tradingMarket microstructureVolatility
Quant Q&A

The document raises a modeling question about applying the heterogeneous autoregressive realized volatility model to forecast one-minute realized volatility in an active Bitcoin market. The proposed regressors are realized volatility measured over recent…

CryptoVolatilityMarket microstructureBacktesting
Quant Q&A

The question asks why residuals from a GARCH model might appear less Gaussian than raw returns, despite the expectation that volatility adjustment should remove some non-normality. The answer argues that seeing this outcome challenges the assumed model, then…

EquitiesVolatilityStatisticsRisk management
Quant Q&A

The discussion addresses a long only trading system whose estimated Kelly fraction becomes negative after losses or changing estimates. Under the simple Kelly setup, a negative fraction indicates that the estimated expected return for the specified bet is…

Position sizingRisk managementBacktestingStatistics
Quant Q&A

The discussion examines whether diversification can reduce portfolio risk when returns follow a Cauchy distribution. Unlike distributions with finite variance, averaging independent Cauchy variables does not narrow the distribution, so variance based on…

EquitiesPortfolio constructionRisk managementStatistics
Quant Q&A

The document considers the data needed for a Dynamic Nelson-Siegel relative-value model, with emphasis on whether zero-coupon rates reflect traded instruments or are interpolated. For US Treasuries, coupon and principal STRIPS are identified as traded…

Fixed incomePortfolio constructionStatistics
Quant Q&A

The document explains a result for American and European digital calls with the same strike and expiry, when the underlying follows Brownian motion without drift and interest rates are zero. A digital pays when its exercise condition is met. The American…

OptionsDerivatives pricingStatistics
Quant Q&A

The document discusses how traders construct implied-volatility smiles and surfaces from option quotes. Its central guidance is to use liquid market instruments across strikes rather than building a curve from calls alone or puts alone. For many European…

OptionsVolatilityDerivatives pricingMarket microstructure
Quant Q&A

The document explains how to compare the chances that a stop-loss or take-profit level is reached first when prices follow a one-tick random walk with equal odds of moving up or down. For barriers at distances a and b from the starting price, the probability…

StatisticsRisk managementBacktesting
Quant Q&A

The document asks whether a portfolio optimization problem can use an equality constraint on the sum of absolute position weights instead of the usual equality constraint on their signed sum. The distinction is that the L1 constraint fixes total absolute…

Portfolio constructionRisk managementPosition sizing
Quant Q&A

The document argues that optimal trade size is not determined by a price forecast alone, even when leverage is treated as unlimited. Position changes should follow from an objective that balances expected alpha against portfolio risk and trading costs,…

Position sizingPortfolio constructionExecutionMarket microstructure
Quant Q&A

The document explains why yield movements can be a more useful basis than price returns when evaluating a bond hedge. A bond’s value and realized profit or loss ultimately depend on price, but bond prices respond to movements in the yield curve. When hedging…

Fixed incomeRisk managementStatistics
Quant Q&A

The document outlines a calculation for pricing an at-the-money interest rate cap under the Vasicek short-rate model. It derives zero-coupon bond prices from affine term-structure functions, uses those prices to calculate quarterly simple forward rates and…

Fixed incomeDerivatives pricingOptions
Quant Q&A

The document presents a finite-horizon Merton investment-consumption problem with wealth invested in a risky asset and reduced by consumption. Under CRRA power utility, it states an optimal risky allocation proportional to risk tolerance and gives a…

Portfolio constructionRisk managementStatistics
Quant Q&A

The document explains how to represent and calculate returns for an equal-dollar long-short portfolio. Dollar neutrality means the current market values of the long and short sides have equal magnitude; a short position still has a market value even though…

EquitiesPortfolio constructionBacktestingExecution
Quant Q&A

The document explains how repo financing can make a small Treasury cash-and-futures basis return attractive. The relevant comparison is between the implied financing rate embedded in the bond-futures trade and the actual repo borrowing rate: the residual…

Fixed incomeFuturesArbitrageRisk management