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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
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 examines how to obtain volatility exposure with options when trading a complete option strip is impractical. A single dynamically hedged option retains path dependence, while a dynamically hedged straddle or strangle is described as less…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document values a perpetual claim that pays one unit when a non-dividend-paying stock first falls to a lower barrier. It presents two equivalent routes: risk-neutral expectation of the discount factor at the hitting time, or an ordinary differential…

Derivatives pricingOptionsVolatilityStatistics
Quant Q&A

The document defines a forward volatility agreement as exposure to the at-the-money implied volatility observed at a future date for an option expiring later. It asks how such a contract is hedged in practice. The response mentions forward-start options or…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks for freely available, widely accepted papers on pricing options on fixed-income instruments, including Treasury and Bund options and options embedded in callable or putable bonds. The author distinguishes these products from more commonly…

Fixed incomeOptionsDerivatives pricingMarket microstructure
Quant Q&A

The document explains why a model-free measure built from option prices ideally requires a continuum of strikes, and how finite market listings change the problem. With observable prices across strikes and negligible bid-ask spreads, vanilla calls and puts…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document reports a comparison between a Python implementation of the binomial option pricing model and observed prices for SPY calls. The author says in-the-money and near-the-money options had relatively small absolute errors, while errors appeared to…

OptionsEquitiesUS marketsDerivatives pricing
Quant Q&A

The document asks how to interpret Rebonato’s approximation for swaption volatility when using a factor-reduced or multifactor Libor Market Model. It questions whether each factor should be represented by a separate volatility function tied to a tenor, with…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document explains why a Heston model does not always produce lower implied volatility at longer maturities. Its variance process is mean reverting toward the long-run variance level, so the relationship between current variance and that target influences…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses where researchers might obtain sample or market data for swaption valuation, focusing on the difficulty of finding free public data for these over-the-counter instruments. Suggested sources include examples bundled with textbooks or…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains why the European Black–Scholes relationship between vega and gamma generally does not carry over to American options. Early exercise creates a boundary that changes the option’s value and sensitivities. For a put with a positive…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains why similar warrants from different issuers can imply distinct volatility surfaces. Issuers may add different markups to warrant prices, and those markups can depend on each issuer’s outstanding position in the product. As sales…

OptionsVolatilityMarket microstructureArbitrage
Quant Q&A

The document examines the relationship between required returns, variance, stock-index levels, and expected volatility measures. The response points to a decomposition of the market’s expected excess return that includes risk-neutral variance and additional…

OptionsVolatilityStatistics
Quant Q&A

The document asks how practitioners might extend a long-dated foreign exchange option hybrid model that captures volatility level and skew but may not reproduce the full smile. The questioner wants to retain a three-factor setup, avoid stochastic volatility,…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document asks whether a plain-vanilla European option can have negative time value, defined in the discussion as option value minus intrinsic value. One response constructs a deep in-the-money put case: with a positive interest rate, the discounted…

OptionsDerivatives pricingArbitrage
Quant Q&A

The document addresses whether individual-stock option volatility smiles become steeper after sharp declines. Its answer describes a common market pattern: implied volatility, especially for out-of-the-money puts, tends to rise after a stock price falls. A…

OptionsEquitiesVolatilityMarket making
Quant Q&A

The document explains two practical ways to estimate duration and related small-shock risk measures for callable bonds, where issuer exercise can change the bond’s expected cash flows. One approach assumes the issuer exercises at the yield-to-worst call date…

Fixed incomeOptionsRisk management
Quant Q&A

The document explains that option Greeks are sensitivities of the Black–Scholes–Merton price to model inputs. It defines delta, gamma, rho, vega, theta, and sensitivity to the dividend rate as partial derivatives, then works through the call delta…

OptionsDerivatives pricingRisk management
Quant Q&A

Put–call parity links prices of European calls and puts with the same strike to the value of a forward contract. With the risk-free rate and time to expiry known, the parity relationship gives the forward price and can be rearranged to infer the asset’s…

OptionsDerivatives pricing
Quant Q&A

The document poses an inverse pricing problem: fitting a Black–Scholes model to binary option prices observed across strike prices when the time to maturity, volatility, risk-free rate, and underlying price are all unknown. The stated goal is to predict…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why a single expiration payoff diagram may not fully describe a portfolio containing short American-style options or options with different maturities. A short American option can be exercised by its holder before expiration, so the…

OptionsDerivatives pricingRisk management
Quant Q&A

This note addresses the European call formula for a dividend-paying stock and whether an expected stock growth rate should replace dividend yield. It explains that the dividend-adjusted Black–Scholes formulation and a cost-of-carry formulation are equivalent…

OptionsEquitiesDerivatives pricing
Quant Q&A

The note discusses how options traders describe exposure to changes in implied volatility skew and volatility convexity. Skew refers to differences in implied volatility across strikes, such as between out-of-the-money puts and calls. Traders may…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion asks whether traders can profit from the tendency of equity markets to fall quickly and recover more gradually. It explains that this asymmetry is reflected in option prices: downside puts often carry a premium relative to comparable calls. A…

OptionsEquitiesVolatilityRisk management
Quant Q&A

The document frames option leverage as delta divided by option price and asks which European strike maximizes that ratio. It supplies Black–Scholes call and put prices and deltas, then presents a numerical exploration across strikes for selected fixed…

OptionsDerivatives pricingVolatility