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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
WonderTrader
14 documents
Alphalens
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

10,263 documents

Quant Q&A

The document considers how to calculate a mid implied volatility from bid and ask implied volatilities without choosing a pricing model. It concludes that averaging the two volatilities is the only model-free approach. The explanation maps volatility to a…

OptionsVolatilityDerivatives pricingMarket microstructure
Quant Q&A

The document asks whether currency forwards that satisfy SABR dynamics individually will retain that form when combined through an FX triangle. Treating the cross rate as the product of two diffusion processes, the answer derives restrictions from matching…

ForexDerivatives pricingVolatilityStatistics
Quant Q&A

The document asks how to interpret a return adjustment formula used to determine the market risk measure class for Category 3 PRIIP products under European regulation. The specific uncertainty concerns the risk-neutral and measured expected-return terms, as…

Risk managementStatisticsDerivatives pricing
Quant Q&A

The document lists SOFR swap market tickers and their associated maturities, from short weekly and monthly tenors through long-dated swaps. It frames the list as a starting point for building a SOFR discounting curve comparable to those produced by Bloomberg…

Fixed incomeDerivatives pricing
Quant Q&A

The document maps common financial modeling tasks to Python's scientific and finance ecosystem for someone moving from Matlab. It groups tools by purpose: portfolio optimization and risk analytics, instrument pricing, time series analysis, technical…

Multi-assetPortfolio constructionDerivatives pricingStatistics
Quant Q&A

For hard-currency credit default swaps, the response says the pricing calculations are the same across corporate, sovereign, agency, and municipal reference entities. Recovery assumptions should follow market conventions, which can vary by issuer type and…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document distinguishes calculating an inflation-linked bond’s real yield from estimating its projected nominal yield. For real yield, use the bond’s real coupon and price in a standard bond-yield calculation, rather than adjusting a nominal bond’s coupon…

Fixed incomeDerivatives pricing
Quant Q&A

The document discusses estimating default probability with the Merton structural credit model from monthly equity returns, a risk-free rate, equity value, and debt face value. It outlines a workflow that converts prices to log returns, estimates return…

Fixed incomeStatisticsRisk managementDerivatives pricing
Quant Q&A

The document proposes a way to hedge the convexity of long-dated fixed cash flows, using a long-maturity swap as the example. The theoretical construction is to sell at-the-money payer and receiver swaptions with very short expiries, sized according to the…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document explains why greater bond convexity is not automatically better when comparing portfolios with equal value and duration. Convexity contributes a positive second-order price effect for yield changes in either direction, but this comparison omits…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document asks how interest rate caps and floors differ in purpose from forward rate agreements (FRAs). It notes that both can provide exposure to future interest rates, making their functions seem similar, and focuses on when their payments occur. The…

Fixed incomeDerivatives pricing
Quant Q&A

The document investigates why an American call’s market ask price cannot be reconciled with an implied volatility calculation using RQuantLib, while Yahoo Finance reports a volatility estimate. The author compares the market quote with model prices and…

OptionsDerivatives pricingStatisticsBacktesting
Quant Q&A

The document explains swimming delta as an option’s total sensitivity to the underlying when implied volatility changes with the underlying price. Standard Black–Scholes delta is a partial derivative that holds volatility constant. Under a skew-aware view, a…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document raises a question about measuring the cost of a currency hedge or short position using an FX forward. It compares the forward-to-spot percentage change for EUR/USD with a quoted estimate of the three-month cost of being long euros and short…

ForexCarryRisk managementDerivatives pricing
Quant Q&A

The explanation connects currency basis swap (CBS) rates to FX forward pricing in the Garman–Kohlhagen currency option model. A forward rate can be taken directly from the FX forward market or derived from spot and the two currencies’ interest rates using…

ForexOptionsDerivatives pricingFixed income
Quant Q&A

The document defines a European barrier call whose payoff depends on the asset finishing above the strike and staying above a lower barrier at specified observation times. It asks how to estimate its discounted risk-neutral value by Monte Carlo simulation…

OptionsDerivatives pricingBacktestingStatistics
Quant Q&A

The explanation describes how an imbalance in client demand can affect swap rates through the inventory of dealers and issuers. A dealer may temporarily absorb opposing trades, much as a market maker buffers buy and sell orders. If client positions offset…

Fixed incomeMarket makingDerivatives pricingMarket microstructure
Quant Q&A

The document explains why the accrual factor appears when normal swap rate volatility and correlation are mapped into a lognormal volatility parameter in a one-factor CMS model. Define the transformed rate as one plus the accrual factor times the swap rate.…

Fixed incomeDerivatives pricingVolatilityStatistics
Quant Q&A

The document clarifies the meaning of the quanto factor in a discounted valuation expression for a forward payoff converted into another currency. The factor is a fixed exchange rate agreed in advance, rather than an exponential adjustment based on…

Derivatives pricingForexFixed income
Quant Q&A

The document frames a question about whether VIX is a martingale when the S&P 500 follows a Gaussian diffusion. It defines squared VIX for a fixed tenor as the risk-neutral expectation of average integrated variance over the tenor. It then applies the…

VolatilityDerivatives pricingStatistics
Quant Q&A

The response offers an intuition for why at-the-money implied volatility can act like an average volatility, particularly when used in quanto option pricing. It describes a result in which squared implied volatility is represented as a time average of…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document gives examples of negative interest rates and explains how they can appear in forward markets. A negatively sloped yield curve can imply a negative forward rate; the responses mention an inverted US term structure and Treasury bills trading at…

Fixed incomeFuturesForexDerivatives pricing
Quant Q&A

The document raises a conceptual question about Treasury bond futures basis net of carry and delivery optionality. It asks whether the value of choosing a different deliverable bond—potentially favored by conversion factor differences—would be reflected in…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The author compares a personal implementation of the Kou double-exponential jump-diffusion model with published European option prices. The code aims to price vanilla calls by combining Poisson-weighted jump contributions, normal distribution terms, and…

OptionsDerivatives pricingVolatilityStatistics