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
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 compares ways to estimate value at risk for a call option. If historical prices for the option are available, an analyst can calculate returns over the chosen horizon and estimate VaR from a tail percentile. For a current option without a usable…

OptionsVolatilityRisk managementDerivatives pricing
Quant Q&A

The discussion compares ways to fit implied volatility skew across strikes for a single option maturity. A quadratic polynomial is raised as a simple alternative to higher-order polynomial fits, but the responses focus on parametric distribution approaches…

OptionsVolatilityDerivatives pricing
Quant Q&A

The answer explains a route from stochastic future volatility to strike-dependent implied volatility. It writes a vanilla option value as an expectation over possible future realized volatilities, or equivalently as an average of Black–Scholes prices…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document asks why model-free implied volatility measures such as VIX are offered for major equity indices and only a small number of individual stocks. The accepted response adds that similar indices also exist for gold, silver, and oil, showing that the…

OptionsVolatilityEquitiesCommodities
Quant Q&A

The document poses an apparent contradiction in the Black–Scholes model. As volatility rises without bound, the probability that a geometric Brownian motion finishes above the strike tends toward zero, which seems to imply a worthless call. Yet the…

OptionsDerivatives pricingVolatility
Quant Q&A

The discussion considers whether options trade directly on the MSCI World index and where researchers might obtain broad international options data. Responses suggest that a single database covering all exchange-traded instruments worldwide is not available,…

OptionsMulti-assetEquities
Quant Q&A

The document examines an FX option whose payoff is settled in the currency of the underlying rather than the usual domestic currency. It first sketches a Black–Scholes setup for an exchange rate, then changes the payoff through the currency conversion and…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The discussion compares at-the-money payer swaptions with different expiry and underlying swap terms: one-year expiry on a ten-year swap and ten-year expiry on a one-year swap. It explains that expiry affects option value through volatility accumulated over…

Fixed incomeOptionsDerivatives pricingVolatility
Quant Q&A

The document explains why an American call or put, with the other contract and market assumptions held fixed, is worth at least as much when its maturity is extended. The central argument is based on exercise flexibility: any stopping time available before…

OptionsDerivatives pricingStatistics
Quant Q&A

The response cautions that an expected end to quantitative easing does not automatically imply falling Treasury futures prices or a profitable long put position. If a policy change is widely anticipated, markets may already reflect it. The author also points…

Fixed incomeFuturesOptionsCarry
Quant Q&A

The document discusses the two-dimensional term structure of lognormal implied volatility for European swaptions, varying by option expiration and underlying swap tenor. It describes a typical pattern in which volatility may rise over the shortest…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The note explains how to translate option sensitivities into approximate dollar gains or losses for specified changes in the underlying price and implied volatility. It defines delta and vega as changes in option value for unit changes in their respective…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The note explains the theoretical replication of a variance swap using out-of-the-money options across strikes. Its fair variance is expressed as an integral of put prices below the forward and call prices above it, weighted inversely by squared strike.…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document discusses why American options on illiquid underlyings are difficult to price: when the underlying share value is poorly known, option valuation is correspondingly uncertain. One answer recommends scenario-based risk and reward analysis, similar…

OptionsEquitiesVolatilityExecution
Quant Q&A

The document explains that a basic geometric Brownian motion assumes constant drift and volatility, so company fundamentals are not directly represented. To include fundamental information, an analyst would need a separate model translating it into…

EquitiesOptionsVolatilityStatistics
Quant Q&A

The document examines a three-strike call position: buying calls at the lower and higher strikes while selling two calls at the middle strike, all with the same expiration. It asks why the position can have a negative value at inception. The replies point to…

OptionsDerivatives pricing
Quant Q&A

The document clarifies why finite-difference descriptions for option pricing may appear to reverse the usual pairing of explicit schemes with forward time differences and implicit schemes with backward differences. It explains that explicit and implicit…

OptionsDerivatives pricingStatistics
Quant Q&A

The document describes how a swaption trader can move from an at-the-money implied volatility surface to prices for options struck away from the money. The answer says that desk models commonly add parameters for the volatility smile and skew: these capture…

OptionsFixed incomeVolatilityDerivatives pricing
Quant Q&A

The document describes a numerical problem in recovering probability densities with the COS method. The author compares truncation intervals built from cumulants through orders two, four, and six, and reports that the resulting densities shift substantially…

OptionsDerivatives pricingStatistics
Quant Q&A

The note answers a request for data on structured products, including statistics by product type, issuance count, and location. It points readers to a regularly updated, freely available source focused on the United States. This makes the response useful as…

OptionsUS marketsStatistics
Quant Q&A

The note gives the Black–Scholes put-call parity relation for asset-or-nothing options. It expresses the asset-or-nothing put price as the prepaid underlying value less the corresponding call price, then substitutes the call pricing formula to obtain the put…

OptionsDerivatives pricing
Quant Q&A

The document derives the sensitivity of European option prices to the risk-free interest rate in the Black–Scholes model. Differentiating the call price and simplifying with the relationship between the normal density values at d1 and d2 produces call rho as…

OptionsDerivatives pricing
Quant Q&A

The document asks whether volatility measures calculated from intraday price data can help predict close-to-close squared returns. The intended use is estimating the profit and loss of a gamma scalping strategy that trades once daily, with trading assumed to…

OptionsVolatilityStatistics
Quant Q&A

The document asks whether a call spread’s value plotted against the underlying price must be symmetric before expiration. The response distinguishes the payoff at maturity from the option’s value earlier in its life. At maturity, the spread’s payoff may…

OptionsDerivatives pricingStatistics