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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 document asks how to select the mean-reversion parameter in a one-factor Hull–White model when pricing Bermudan swaptions. It describes a calibration approach based on the ratio of standard deviations of two forward rates with a shared expiry and…

Fixed incomeDerivatives pricingVolatilityMean reversion
Quant Q&A

The document distinguishes the average return conditional on a loss from the unconditional contribution of losses to expected return. For a zero-mean normal return with volatility parameter sigma, it identifies the requested conditional quantity as the…

Risk managementStatisticsVolatility
Quant Q&A

The document addresses how to reconstruct historical trading dates for the S&P E-mini futures contract from its first appearance onward, especially when a holiday calendar does not cover the earliest years. The suggested approach is to request a futures…

FuturesBacktestingUS markets
Quant Q&A

The document raises the risk-measure question of whether Value at Risk (VaR) satisfies subadditivity: whether the risk of a combined position is no greater than the sum of the risks of its components. It notes that VaR can fail this property in general,…

Risk managementStatistics
Quant Q&A

The document asks whether a Gaussian Kalman filter applied to a regression with a changing slope can be used to estimate the changing correlation between two series. It sets out a linear observation model, first with an intercept and then without one, and…

StatisticsMachine learning
Quant Q&A

The document addresses how to distinguish cap and floor claims in broker-provided spread option data organized by strike. It cautions against classifying the instrument solely from the sign of an absolute strike or by comparing that strike with a forward…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document compares two expressions for a Black 1976 caplet price. One discounts the option payoff using the discount factor to the payment date; the other uses the discount factor to the rate period's start date and divides by one plus the forward rate…

OptionsDerivatives pricingFixed income
Quant Q&A

The exchange clarifies how term to maturity is used when constructing a discount function from bonds with coupon payments. Rather than assigning one maturity measure to an entire coupon bond, measure the time from the valuation date to each individual cash…

Fixed incomeStatistics
Quant Q&A

This collection presents examples of incorrect AI answers to quantitative finance questions and briefly contrasts them with corrections. Topics include converting yield quotations between compounding frequencies, whether mean-variance portfolio theory…

StatisticsDerivatives pricingPortfolio constructionFixed income
Quant Q&A

The question examines how to price a contract paying the difference between an asset price and a fixed delivery price at maturity when the underlying pays a continuous dividend yield. It derives a risk-neutral measure by adjusting the Brownian motion so the…

Derivatives pricingFuturesEquitiesCarry
Quant Q&A

The document considers whether service vendors can buy credit default swaps to protect against customer nonpayment. The answers say this is uncommon and often impractical, and point to trade credit insurance as a more typical option. A CDS may not cover late…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document raises a conceptual question about Roll’s critique of the CAPM: if a portfolio is mean-variance efficient, its returns satisfy a CAPM-style relation, and testing that relation for a market proxy is equivalent to testing the proxy’s efficiency.…

StatisticsPortfolio constructionEquities
Quant Q&A

The document explains why a mean-variance equilibrium relation can express the market risk premium as proportional to market variance, even though the Capital Market Line is usually drawn against standard deviation. For an investor choosing between the…

Multi-assetPortfolio constructionStatistics
Quant Q&A

The document addresses why some commodity research annualizes monthly returns by multiplying by twelve instead of using a compounded-return calculation. The explanation is that the reported quantities may be logarithmic returns even when authors omit that…

CommoditiesStatistics
Quant Q&A

The answer explains how to estimate a bond’s interest-rate sensitivity using DV01, the price change associated with a one-basis-point yield move. First establish the bond’s market price and settlement date, then identify the yield convention and calculate…

Fixed incomeRisk management
Quant Q&A

The document recommends several books for readers seeking a broader grounding in quantitative finance, including stochastic calculus, risk-neutral pricing, jump models, and risk management. Its suggestions range from broad surveys to concise treatments of…

Derivatives pricingRisk managementStatistics
Quant Q&A

The document responds to a request for accessible examples of probability theory in finance. It names papers and articles spanning probability distributions, option-implied distributions, continuous-time random walks, and heavy-tailed sums in insurance and…

StatisticsOptions
Quant Q&A

The document maps views about forecast return distributions to simple option positions. A belief that expected returns are understated or overstated is associated with buying a call or put, respectively. Views on dispersion are paired with long or short…

OptionsVolatilityDerivatives pricing
Quant Q&A

The question seeks accessible research methods for identifying which of many candidate factors influence broad equity index returns, with interest in machine learning beyond ordinary linear regression. The accepted response frames this as a return…

EquitiesFactor investingMachine learningStatistics
Quant Q&A

The answer explains why differentiating portfolio variance with respect to a single asset weight removes the full summation from view: only terms involving that weight contribute to its derivative. It expands the result using covariance bilinearity, then…

StatisticsPortfolio construction
Quant Q&A

The document studies a payoff that delivers the stock’s terminal price only when its return relative to an index clears a threshold. It first sketches Monte Carlo simulation using geometric Brownian motion, then gives a risk-neutral derivation. The…

OptionsDerivatives pricingVolatility
Quant Q&A

The document raises questions about holding large and mid-cap equities alongside a small-cap tracker, with each fund initially allocated according to market capitalization. It asks whether an investor’s proportional ownership of publicly traded companies…

EquitiesPortfolio constructionRisk management
Quant Q&A

The document compares ways to estimate a hedge ratio for two cointegrated price series, including when their ordinary correlation is low. One answer recommends regressing one series on the other and using the estimated slope as the hedge ratio. Another…

Pairs tradingStatisticsMean reversion