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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 concerns hybrid models that combine Heston stochastic volatility with Hull–White interest rates. The question is how to approximate European option prices for model calibration, particularly when the pricing approach uses Monte Carlo simulation.…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document poses a modeling question about whether local volatility derived from an observed implied volatility surface reproduces that surface or changes its skew. It outlines a workflow: obtain market implied volatilities, fit a model such as SVI, use…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document examines why a derivative’s price should not depend on which other derivative is chosen to hedge volatility risk in a stochastic-volatility model. The proposed replication argument uses the underlying and a second derivative to span two Brownian…

Derivatives pricingOptionsRisk managementStatistics
Quant Q&A

The document describes how to express an unhedged US investment’s performance in euros. First, turn the dollar return series into a total-return price index, using an arbitrary starting value such as 100. Next, convert each index value into euros using the…

ForexStatisticsPortfolio construction
Quant Q&A

The document poses a fixed-income immunization question involving a mortgage asset with fixed payments, prepayment and option-adjusted spread models, and calculated price, duration, and convexity. The asset and a blend of liabilities are assumed to trade at…

Fixed incomeRisk managementPortfolio construction
Quant Q&A

The document explains what the ACT/360 day-count convention means when calculating interest. A year is treated as 360 units for the calculation, while elapsed time is counted in actual calendar days. As a result, a 365-day period accrues interest for 365/360…

Fixed incomeStatistics
Quant Q&A

The document explains a linear approximation for implied volatility in Emanuel Derman’s sticky implied tree model. The answer starts with local volatility modeled as a linear function of the underlying price, with slope determined by a parameter describing…

OptionsVolatilityDerivatives pricingTechnical indicators
Quant Q&A

The document asks which risk-free rate to use when constructing a maximum Sharpe ratio portfolio from a rolling estimation window of monthly returns. It frames the problem within mean-variance portfolio theory, where the Sharpe ratio measures expected…

Portfolio constructionBacktestingRisk managementFixed income
Quant Q&A

The document considers how to recover the risk-neutral density of an underlying at a given expiry from call option implied volatilities across strikes. It describes converting each implied volatility into a Black–Scholes call price, then applying the…

OptionsDerivatives pricingVolatilityForex
Quant Q&A

The document asks why a project option valued with real-world probabilities and the project’s required return differs from a risk-neutral valuation. Its binomial example has a successful project value of $10 million, an unsuccessful value of $2.7 million, an…

OptionsDerivatives pricingStatistics
Quant Q&A

The note explains how a conditional expectation at a specific asset level can be expressed as a ratio of expectations weighted by the Dirac delta function. For a terminal asset value and a random variance, the numerator weights variance by the event density…

StatisticsDerivatives pricingVolatility
Quant Q&A

The document asks why a generalized linear model’s design matrix is assumed to have full column rank and whether maximum-likelihood estimation can proceed when it does not. The response connects rank deficiency to non-identifiability: if columns are linearly…

StatisticsMachine learning
Quant Q&A

The document describes a reported pattern of month-end declines in the Effective Federal Funds Rate and asks why it weakened from mid-2018 through mid-2021 before appearing again. It presents bank balance-sheet window dressing to improve reported liquidity…

Fixed incomeStatisticsUS markets
Quant Q&A

The document explores reducing a large ETF or equity universe before portfolio optimization. Suggested approaches include clustering return series using correlation-based distances, examining PCA loadings to group assets with similar behavior, and using…

Portfolio constructionStatisticsEquitiesMulti-asset
Quant Q&A

The document asks how to evaluate a Laspeyres index built from five oil and energy stocks, intended for use in mean-reversion allocation across asset classes. The central suggestion is to measure tracking error or tracking efficiency: compare the index’s…

CommoditiesEquitiesMean reversionStatistics
Quant Q&A

The document asks whether an anomaly detector can be trained on normal gift-card activation transactions and then evaluated on anomalous cases. It also describes a setting with no reliable fraud labels and transaction-level fields such as merchant, location,…

Machine learningStatisticsEvent-drivenRisk management
Quant Q&A

The document considers a heterogeneous portfolio in which inverse-volatility risk parity can assign very large weights to instruments whose estimated volatility has fallen relative to the rest. It describes a proposed cap that compares risk-parity weights…

Portfolio constructionRisk managementPosition sizingVolatility
Quant Q&A

The document works through an Itô-calculus exercise involving two independent Brownian motions. It defines a process as their product minus one half of the time integral of the sum of their squared values, then differentiates that process using the product…

StatisticsDerivatives pricing
Quant Q&A

The document asks how to interpret specialness in bond futures when holding a long-only cash bond portfolio. It contrasts a cash bond’s implied forward price, determined by its carry, with the futures-implied forward price. When the futures-implied carry is…

Fixed incomeFuturesCarryDerivatives pricing
Quant Q&A

The document explains how borrowing and financing support ETF market making, creation and redemption, and arbitrage when ETF prices diverge from their underlying holdings. Market makers may finance temporary inventory, borrow securities, use repo, or provide…

EquitiesArbitrageExecutionMarket microstructure
Quant Q&A

The document describes a market practice for estimating cross-currency basis between quoted maturity dates. Rather than interpolating the quoted basis or outright FX forwards directly, it presents a representation of the FX forward using spot, domestic and…

ForexFixed incomeDerivatives pricingStatistics
Quant Q&A

The document examines a security paying one dollar if IBM reaches a specified price, with the stock initially below that level and no dividends or transaction costs. It contrasts a risk-neutral probability argument, which would imply a payoff value of one…

EquitiesOptionsDerivatives pricing
Quant Q&A

The document asks how to discount the legs of a fixed-to-fixed cross-currency swap when its collateral currency changes at a mandatory break date. Without a break, its proposed setup discounts euro cash flows using the euro collateral curve and uses a…

Fixed incomeDerivatives pricingMulti-assetRisk management
Quant Q&A

The document addresses how trade and investment payments can be handled when a country’s currency is not freely convertible, using Brazil as an example. Its answer gives a high-level principle: transactions may require approval from the relevant authorities…

Forex