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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 compares lookback and Asian options, whose payoffs depend respectively on an extremum and an average over the underlying price path. It challenges the idea that one can simply rank these contracts as more or less path-dependent. The accepted…

OptionsDerivatives pricingStatisticsBacktesting
Quant Q&A

The document addresses a near-expiry limitation of the Black–Scholes theta formula: as time to maturity approaches zero, the formula can produce a theoretical daily decay larger than the option’s market premium. It describes a practical alternative used by…

OptionsDerivatives pricingVolatility
Quant Q&A

The document presents a MATLAB workflow for calibrating Heston stochastic-volatility parameters to option data. It prices calls by numerically integrating two probability terms, then uses a bounded nonlinear least-squares fit to minimize price errors scaled…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document distinguishes gamma exposure, associated with realized movements in the underlying, from vega exposure, which reflects sensitivity to changes in implied volatility. A plain vanilla option generally carries both exposures, but combining options…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document is a request for beginner-friendly ways to derive the Black–Scholes option pricing formula, aimed at an undergraduate business administration audience. The accepted response recommends consulting a quantitative finance reference that presents…

OptionsDerivatives pricingStatistics
Quant Q&A

The document asks how to select comparable strikes for first-generation exotic options, including digital and single- or double-barrier contracts, when testing strategies across securities and products. The intended comparison is based on normalized…

OptionsDerivatives pricingRisk management
Quant Q&A

The document describes a one-year daily-reset payoff based on negative stock returns, with early termination if the stock’s daily ratio crosses a downside threshold. Its simplified assumptions make the problem a jump model: jump arrivals follow a Poisson…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document considers how financial modeling changes if equity returns follow fat-tailed distributions such as a truncated Cauchy or stable family. In such settings, conventional moments like means and variances may not exist, making squared-error methods,…

StatisticsRisk managementOptionsEquities
Quant Q&A

The document compares fitting a Merton jump-diffusion model directly to option prices with fitting it to a risk-neutral distribution inferred from the option chain. It describes estimating the distribution from option prices, then matching that distribution…

OptionsDerivatives pricingStatistics
Quant Q&A

The document compares two cross-currency option payoff structures. In the first, the payoff is denominated in currency Y and then converted into currency X at the prevailing spot rate; valuation can be carried out in Y and converted at current spot, without…

OptionsForexDerivatives pricingRisk management
Quant Q&A

The document examines a calculated negative value for a deep out-of-the-money call under the Black–Scholes model. The worked example substitutes zero interest rates, positive volatility, a one-year term, and a strike twice the initial underlying price into…

OptionsDerivatives pricing
Quant Q&A

The document discusses defending a short out-of-the-money strangle by entering a futures position when the underlying reaches a short strike. The proposed approach aims to respond before the option reaches breakeven, but the response explains that hedging…

OptionsFuturesRisk managementPosition sizing
Quant Q&A

The document addresses how to infer call and put implied volatilities for an EUR/USD smile when market quotes include at-the-money volatility, risk reversals, and butterfly volatilities at selected deltas, but no separately labeled strangle quotes. The key…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document surveys frameworks relevant to executing large orders and option strategies when spreads are wide. Almgren–Chriss style models choose a trading schedule by balancing immediate market impact against the risk of adverse price movement while…

OptionsExecutionMarket microstructureRisk management
Quant Q&A

The document clarifies why the Black–Scholes put price has a positive discounted strike term and a negative stock term. The signs follow the put payoff: the holder benefits from the strike and is exposed negatively to the underlying price. Setting the…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks for accessible game theory resources that include practice problems, with a focus on market-making and card-game questions used in proprietary trading interviews. The accepted response recommends a trader-oriented book on applying game…

Market makingOptionsStatistics
Quant Q&A

The document considers how asset managers might estimate days to liquidate a large options position, using a call option as an example. It contrasts derivatives with stocks and bonds, where position size and trading activity can be compared more directly,…

OptionsDerivatives pricingMarket microstructure
Quant Q&A

The document derives a Black–Scholes-style valuation for a heat rate-linked payoff equal to the positive part of the difference between two independent lognormal asset values. It represents each asset with a standard normal variable, then changes numéraire…

OptionsCommoditiesDerivatives pricingVolatility
Quant Q&A

The document considers how to interpolate sparse, noisy market premiums for out-of-the-money puts and calls without relying on a complex pricing model. It proposes fitting a parameterized skewed Student-t distribution to market option prices, with the…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document raises a question about the changing delta and gamma of a long higher-strike put combined with a short lower-strike put as the underlying price falls. The author reasons that both puts eventually become in the money, while the higher-strike put…

OptionsDerivatives pricingRisk management
Quant Q&A

The post asks for an inexpensive, fast source of real-time stock-options data covering the whole market, with the ability to prioritize selected symbols. It mentions a feed being considered for its trial, tick updates, and C++ interface. The response points…

OptionsMarket microstructureExecution
Quant Q&A

The exchange gives a brief introduction to local volatility in the context of vanilla options. It describes volatility as depending on the underlying price and time, which can be represented as a surface, and frames the model as a way to relate an assumed…

OptionsVolatilityDerivatives pricingMarket making
Quant Q&A

The document considers how to estimate an option’s price at times when the underlying asset has tick data but the option itself was not observed. It suggests estimating implied volatility from times when both prices are available, then using that volatility…

OptionsDerivatives pricingVolatility
Quant Q&A

The document describes a barrier reverse convertible linked to several underlyings, including a basket, with a coupon, a European barrier, and repayment tied to the worst-performing asset if a barrier condition is met. The proposed decomposition is a…

OptionsEquitiesDerivatives pricingRisk management