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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

10,263 documents

Quant Q&A

The document explains how deflation affects the floating inflation leg of an inflation swap relative to its fixed leg. It compares the arrangement with an interest rate swap: if realized inflation is negative, the floating return can be negative, so the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document gives a brief explanation of the role of structurers in financial markets and distinguishes their work from that of quants. It describes structurers as professionals who identify client needs, such as complex balance-sheet issues, risks that…

Derivatives pricingRisk management
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
Quant Q&A

The document shows how to establish that two weighted combinations of log prices from correlated stochastic processes are uncorrelated. It starts with correlated geometric Brownian motions, takes logarithms, and forms a sum and difference using the assets’…

StatisticsDerivatives pricingVolatility
Quant Q&A

The document explains why sovereign credit default swap spreads in different currencies cannot be reliably harmonized using only interest rates. In an idealized setting with liquid, efficient markets, one could infer risk-neutral default probabilities using…

Fixed incomeDerivatives pricingMulti-asset
Quant Q&A

The document raises a conceptual question about what delta neutrality protects against. A position with zero delta at the current underlying price has no first-order price sensitivity at that point, but that condition alone does not describe how the payoff…

OptionsDerivatives pricingRisk management
Quant Q&A

The document clarifies a common confusion between a quantity being random over time and being known at a particular time. A call’s delta is the derivative of its price with respect to the underlying price; it is not calculated by dividing by a future, random…

OptionsDerivatives pricingStatistics
Quant Q&A

The document discusses implementing a finite difference pricing model for equity index options using local volatility derived from a fitted SVI volatility surface. The question is how to align the surface’s log-forward-moneyness coordinate with the pricing…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how Fourier pricing formulas for European options can be adapted from spot assets to futures. It focuses on the Variance Gamma model and notes that its raw process characteristic function needs a drift adjustment so the exponentiated…

OptionsFuturesDerivatives pricing
Quant Q&A

The document asks what information the filtration represents when defining a risk-neutral measure for the Heston stochastic volatility model. A filtration describes the information available up to each time, and the response gives a market-oriented example:…

Derivatives pricingStatisticsOptions
Quant Q&A

The document explains a no-arbitrage trade when a European call costs less than its intrinsic value, defined here as the underlying price minus the strike. The described position buys the call and shorts the underlying. At expiration, if the underlying is…

OptionsArbitrageDerivatives pricing
Quant Q&A

The document introduces variance swaps as instruments for taking a view on an underlying asset’s volatility, described in the question as historical volatility. It asks whether a variance swap can practically hedge vega or volga exposure, and in what market…

Derivatives pricingVolatilityOptions
Quant Q&A

The document explains how a near at-the-money payer and receiver swaption pair behaves as the underlying forward swap rate moves. Its initial delta is approximately zero, though the exact value depends on the pricing setup; spot-premium treatment can also…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document asks whether the carry of a short bond futures position can be estimated by subtracting the cheapest-to-deliver bond's conventional yield from the futures implied repo rate. The answer explains why the direct subtraction is not generally valid:…

FuturesFixed incomeCarryDerivatives pricing
Quant Q&A

The document describes estimating an event-related move from options by separating variance expected across ordinary time from the extra variance attributed to the event. It uses at-the-money implied volatilities for the first two expirations after the event…

OptionsVolatilityEvent-drivenDerivatives pricing
Quant Q&A

The document explains why implied volatility can still be useful even though it is calculated from an option’s market price. It presents Black–Scholes as a way to transform observed prices into volatility values, which can then be used to estimate prices for…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains how to price a barrier option with a finite-difference engine in QuantLib when volatility is represented by a market implied-volatility surface. It points to the finite-difference Black–Scholes barrier engine and notes that its…

OptionsDerivatives pricingVolatility
Quant Q&A

The discussion considers whether an American call can be exercised early when a continuous dividend yield is high relative to the risk-free rate. Its key point is that the sign of the adjusted rate alone does not determine the exercise decision. For…

OptionsEquitiesDerivatives pricing
Quant Q&A

The document derives a European call value when a forward price follows a two-factor diffusion with volatility components that vary over time. It applies the exponential solution for the forward process and combines the factor variances into an integrated…

OptionsDerivatives pricingVolatility
Quant Q&A

The example explains how to calculate floating coupons in an asset swap when payment periods do not match a simple half-year assumption. Each coupon uses the annual LIBOR fixing plus the quoted spread, multiplied by notional and the accrual fraction…

Fixed incomeDerivatives pricing
Quant Q&A

A swap annuity factor represents the present value of receiving one unit on each relevant payment date of the underlying swap. It is closely related to PV01, the value change for a basis-point move, and helps value an off-market swap by scaling the…

Fixed incomeDerivatives pricing
Quant Q&A

The discussion distinguishes the first and second fundamental theorems of asset pricing. In the account provided, the first connects absence of arbitrage with the existence of a linear valuation rule that assigns zero value to traded cash flows. The second…

ArbitrageDerivatives pricingPortfolio construction
Quant Q&A

The question describes problems retrieving an implied volatility smile from a SABR volatility surface through QuantLibXL. A positive time input below one year produces a negative-time error, while another error appears to contradict the function's default…

OptionsVolatilityDerivatives pricing
Quant Q&A

The question asks whether the mean-reversion parameter in a short-rate model such as Hull–White can be inferred directly from the current yield curve. The response points readers toward a paper on the topic and notes that Hull–White fits within the…

Fixed incomeStatisticsDerivatives pricing