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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 whether a weighted combination of the Sharpe ratio and information ratio can be made convex, giving an example that assigns three times the weight to information ratio before averaging. It does not provide an answer, transformation,…

Portfolio constructionStatisticsRisk management
Quant Q&A

The document discusses how bond indices handle securities that mature or are redeemed between scheduled rebalances. It distinguishes indices rebalanced daily from benchmarks rebalanced monthly, noting that performance is compared with the monthly rebalanced…

Fixed incomePortfolio constructionRisk management
Quant Q&A

The document clarifies what a mid-curve swaption measures and how it can help infer forward volatility. A mid-curve swaption measures volatility of a forward-starting swap rate, but that is not itself the forward volatility of an option whose strike will be…

Fixed incomeOptionsVolatility
Quant Q&A

The document explains why an in-the-money call generally cannot trade below the underlying stock price minus the strike, using a no-arbitrage argument. If it did, an investor could sell the stock, buy the underpriced call, and invest the strike amount. The…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document addresses how to value American options on SPY when dividends are present. It challenges the proposed shortcut of taking the maximum of two European option values, one tied to the ex-dividend date and one to final expiry. An American option can…

OptionsDerivatives pricingVolatility
Quant Q&A

The document considers an optimal stopping problem in which the payoff depends on an Ornstein–Uhlenbeck process, then asks whether that process can represent a stock price. The response argues that under a risk-neutral, arbitrage-free model, discounted…

OptionsMean reversionCommoditiesArbitrage
Quant Q&A

The document examines how to reproduce longer-maturity continuously compounded zero rates from par OIS rates in a textbook example. Short maturities can be converted from their quoted compounding conventions directly, but the two-year and five-year…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why a bond with a long stated maturity might have a single call date only a few months before maturity. Its proposed explanation is the Liquidity Coverage Ratio (LCR), a bank regulation requiring institutions to hold liquid assets…

Fixed incomeRisk management
Quant Q&A

The document examines apparent executions of limit orders at prices worse than the best displayed bid or ask in message-level equity data. One response distinguishes exchange trade messages that are not linked to an order ID, such as reports of block or…

EquitiesMarket microstructureExecution
Quant Q&A

The document considers how to assess long-volatility strategies with frequent small losses and occasional large gains, where mean return, Sharpe ratio, and hit rate may not capture the payoff pattern. The response recommends beginning with a long history of…

VolatilityBacktestingRisk managementPortfolio construction
Quant Q&A

The document asks what to call the individual steps in a fund distribution waterfall, as described in a limited partnership agreement. It considers “phase,” “provision,” and “tranche,” seeking a general term that would make sense across varied agreements…

Portfolio construction
Quant Q&A

The document poses an implied-volatility problem for an American call when a known dividend is paid before expiration and interest rates are zero. Because early exercise may be optimal immediately before the ex-dividend date, the contract can be viewed as…

OptionsDerivatives pricingVolatility
Quant Q&A

The note examines a MATLAB implementation of the log-likelihood for a GARCH model whose standardized innovations follow Hansen’s skew-t distribution. It asks whether a normalization parameter should be square-rooted and why the likelihood includes a term…

VolatilityStatisticsMachine learning
Quant Q&A

The document raises a practical issue in constructing an implied volatility curve for ETF options during high-frequency intraday trading. Its premise is that option quotes may update faster than the ETF cash price, so calculating implied volatility from the…

OptionsVolatilityDerivatives pricingHigh-frequency trading
Quant Q&A

The note explains how to include long and short stock positions when calculating a portfolio correlation statistic based on pairwise asset correlations. The positions enter through signed portfolio weights, so a pair’s contribution changes sign when one…

EquitiesPortfolio constructionStatistics
Quant Q&A

The answer explains why an individual asset’s market beta is not meaningfully described as infinite under ordinary finite-volatility assumptions. It rewrites beta as the correlation between the asset and market returns multiplied by their volatility ratio.…

EquitiesStatisticsRisk management
Quant Q&A

The document compares replication and no-arbitrage arguments for pricing a forward on an asset that pays no income. With a single fixed interest rate, holding the asset can be replicated by a forward position and cash, yielding a forward price that grows the…

Derivatives pricingArbitrageFixed income
Quant Q&A

The document explains why cumulative returns depend on how profits and losses affect the capital base. If gains and losses remain invested and change the amount exposed to later returns, calculate the total by multiplying each period’s gross return and…

StatisticsBacktestingPortfolio construction
Quant Q&A

The document considers whether recent historical bond-price volatility is suitable as the volatility input for pricing a bond option with the Black 76 model. The preferred input, when available, is implied volatility: the value that reproduces the option’s…

Fixed incomeOptionsVolatility
Quant Q&A

The document asks why risk-neutral valuation discounts cash flows using a rate described as risk-free, even when interest rates themselves can be stochastic. The response offers a market-practice explanation centered on collateralized derivative trades:…

Derivatives pricingFixed incomeRisk management
Quant Q&A

The document examines how business-day rolling of bond payments can affect coupon amounts, accrued interest, and yield to maturity. It contrasts unadjusted dates, often paired with 30/360 or Actual/Actual ICMA conventions for fixed-coupon bonds, with…

Fixed incomeDerivatives pricingUS markets
Quant Q&A

The discussion looks for free historical end-of-day prices for US stocks, especially S&P 500 constituents, with a database that avoids survivorship bias. It mentions several paid databases and notes that Yahoo Finance access remained possible through an R…

EquitiesUS marketsBacktesting
Quant Q&A

For sparse, illiquid index option chains, the response recommends cleaning and fitting prices or total variance rather than removing implied-volatility outliers and interpolating the remaining points. In option-price space, useful restrictions are clearer:…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

This exchange examines a numerical discrepancy in a paper’s purported exact formula for pricing an arithmetic-average Asian option. The questioner reports difficulty reproducing a stated value and asks whether the paper or their Monte Carlo implementation is…

OptionsDerivatives pricingStatistics