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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
Quantpedia
86 documents
TqSdk
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
Quantopian lectures
45 documents
Binance API docs
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

8,116 documents

Quant Q&A

The document explains why a positive volatility skew can lower the fair value of a binary option, despite a distribution with fatter tails seeming to imply a higher chance of a far out-of-the-money call finishing in the money. The first explanation…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document asks how European call options are valued in a Bachelier market, where the stock follows Brownian motion with constant absolute volatility. It considers the terminal payoff and conditional expected payoff before maturity, then uses the…

OptionsDerivatives pricingStatistics
Quant Q&A

The document gives a high-level overview of how a bank may value, structure, and manage risk in an autocallable equity product. Pricing typically uses a model calibrated to market option data, with Monte Carlo simulation to estimate the product’s value…

EquitiesOptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes smile butterfly quotes from market butterflies, also called broker flies, in foreign exchange volatility markets. It explains that at-the-money volatility, risk reversals, and butterfly quotes together describe key features of the…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes volatility quotes by both pricing framework and volatility convention. OIS volatility refers to pricing in a multiple-curve setting, while LIBOR volatility is associated with the older approach in which discounting and forwarding…

Fixed incomeVolatilityDerivatives pricingOptions
Quant Q&A

Treasury bond futures are linked to a basket of eligible bonds rather than one fixed security. The short can choose which bond to deliver, and the cheapest-to-deliver bond is identified by comparing each bond’s market price with its conversion factor. The…

Fixed incomeFuturesDerivatives pricingOptions
Quant Q&A

The document compares storage approaches for large options and time-series tick datasets used primarily in backtesting. When the dominant access pattern is reading sequentially between a start and end time, flat files with binary encoding can avoid the…

OptionsBacktestingExecution
Quant Q&A

The document works through the cash-account holdings needed to keep a portfolio self-financing under two choices for the risky-asset holding: the time integral of the asset price, and the asset price itself. It starts from portfolio value as cash holdings…

Derivatives pricingOptionsStatistics
Quant Q&A

The document explains why a cap option example presents both a 7% LIBOR or swap zero curve and a 6.9395% continuously compounded zero rate. The rates use different quoting conventions: a 7% annual LIBOR rate with quarterly payments corresponds to four…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document asks how to estimate historical at-the-money S&P 500 option prices using public data, including VIX or another implied-volatility index, and whether modestly out-of-the-money strikes could also be considered. The answer points to a published…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document describes two approaches to extending binomial or multinomial option pricing to two risky assets over multiple time steps. One approach changes to a stock measure and expresses the pair of asset prices through their ratio, using a common state…

OptionsDerivatives pricingStatistics
Quant Q&A

The document considers whether option open interest and trading volume can help predict next-day stock direction. It identifies candidate features such as call-put imbalances, changes in open interest, volume relative to open interest, activity by moneyness,…

OptionsEquitiesSentimentVolatility
Quant Q&A

The document raises a data-quality question about occasional one-day jumps in a 12-month at-the-money call implied-volatility series for a bank equity. The observed values reportedly rise sharply for a single day and then quickly return toward their prior…

OptionsVolatilityBacktesting
Quant Q&A

The document asks how short-selling bans affect derivatives markets, especially futures, options, hedging, and market-making. Its substantive example concerns a 2008 SEC exemption that allowed options market makers to short sell for bona fide market-making…

OptionsMarket makingUS markets
Quant Q&A

The document clarifies that the VIX is not a measure of protective-option trading volume. It is an options-based estimate of the market-implied variance over a forward horizon, expressed as volatility, and is related to the fair strike of a variance swap.…

OptionsVolatilityDerivatives pricingUS markets
Quant Q&A

The document examines why interpolating five FX volatility quotes by delta and then plotting the same quotes against their transformed strikes can produce a different-looking smile. The accepted response attributes the change to interpolation sensitivity:…

OptionsVolatilityStatistics
Quant Q&A

The document examines how deterministic interest rates and dividend yields affect the asymptotic behavior of implied-volatility skew as option maturity grows. It starts from the forward price of a dividend-paying asset and notes that the Black–Scholes…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion separates how traders use options from how options are priced. Options can provide leverage, insurance, or hedging, but those uses do not by themselves alter an option’s fair value under a risk-neutral pricing framework. The framework is a…

OptionsDerivatives pricingVolatility
Quant Q&A

The document distinguishes exchange liquidity provision and retail broker execution from agency trading performed for a named client. It explains that identifiers in options FIX messages, including fields such as ClientID and CustomGroupID, support tracking…

OptionsExecutionMarket microstructure
Quant Q&A

This discussion distinguishes mean-variance efficiency from preferences over skewness and kurtosis. Mean-variance analysis focuses on expected return and variance, so it does not directly describe whether returns are positively or negatively skewed or how…

StatisticsRisk managementOptions
Quant Q&A

The document examines when an American call has the same value as a European call and whether the usual no-dividend Black–Scholes result extends beyond geometric Brownian motion. An answer presents a model-independent argument under stated conditions of…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains why a local volatility surface reconstructed from option prices need not match the implied volatility surface at the same strike and maturity. Implied volatility is the Black–Scholes volatility that reproduces an individual option’s…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document asks how to differentiate a basket option price with respect to one constituent asset’s volatility. It lays out dependencies among the option price, basket forward, strike, aggregate volatility, and constituent forward, then applies the…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document discusses choices for a holder of an American International Group warrant with a specified exercise cost and an advance instruction deadline. It explains that the quoted per-warrant amount reflects the cost of receiving 1.05 shares, while the…

OptionsEquitiesDerivatives pricingRisk management