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
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 answer proposes estimating a hypothetical government perpetuity yield by extrapolating the long end of the yield curve. It suggests that short maturities mainly reflect expected central-bank policy, while longer maturities increasingly include term…

Fixed incomeUS marketsStatisticsDerivatives pricing
Quant Q&A

The discussion clarifies the pure jump component used in an affine jump-diffusion model. It is essentially a compound Poisson process: jumps accumulate according to a counting process whose intensity varies with the state of another process, X. Over an…

StatisticsDerivatives pricingVolatility
Quant Q&A

The discussion addresses whether 3M flat cap and floor volatilities can be converted into 6M volatilities for EUR using forecast and discount curves. It explains that the conversion is not uniquely determined by the 3M curve: the basis between 3M and 6M…

Fixed incomeVolatilityDerivatives pricing
Quant Q&A

The document explains a bullish flattening view: the trader expects interest rates to fall while the yield curve becomes flatter. A bond implementation is to buy a longer-term bond and short a shorter-term bond. If the positions are not DV01 neutral and…

Fixed incomeFuturesOptionsDerivatives pricing
Quant Q&A

The document explains that an option’s implied volatility is an annualized measure of the underlying asset’s return variability inferred from option prices under a pricing framework such as Black–Scholes. A quoted value such as 40% refers to an annualized…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes a money-market account from a zero-coupon bond when the short rate is stochastic. The accumulated bank account is the exponential of the integral of the short rate from the initial time, while a bond price is the risk-neutral…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document distinguishes an option’s intrinsic value from its theoretical value before expiration. Although a European call cannot be exercised early, intrinsic value is defined as the payoff it would produce if exercised immediately: the positive part of…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains how an option’s sensitivity to volatility, or vega, relates to its gamma under the Black-Scholes model. Differentiating the pricing PDE with respect to volatility produces an equation for vega with a source term proportional to…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The response addresses how to compare option-pricing models when their Greeks imply different hedge positions. It points to empirical studies that evaluate alternative pricing models and implied-volatility functions, using delta hedging of equity options as…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The response attributes weak SVI fits for some short-dated options mainly to the shape limits of the parameterization, rather than to arbitrage-free constraints. SVI combines linear variance wings with a square-root quadratic form; its linked curvature and…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document raises the question of how to price a European call whose underlying is itself the value of another European call. It defines the inner option by its underlying asset, strike, and expiry, then asks for a no-arbitrage price for an outer call on…

OptionsDerivatives pricing
Quant Q&A

The document introduces pricing a European exchange call that pays the positive difference between two stock prices at maturity. It shows how the payoff can be factored into the first stock’s value and a call-like payoff on the ratio of the second stock to…

OptionsDerivatives pricingEquities
Quant Q&A

The document explains an analogy between pricing European calls under a continuous dividend yield and under a known cash dividend. It frames Black–Scholes pricing through the risk-neutral distribution of the terminal asset price: when that price is…

OptionsDerivatives pricingEquities
Quant Q&A

The document clarifies the outcome of replicating a long call with a dynamic position in the underlying and bonds. A replication portfolio is intended to match the option’s value changes, including losses from time passing; it is not designed to guarantee a…

OptionsDerivatives pricingRisk management
Quant Q&A

The discussion corrects the intuition that a deeply in-the-money European put might lose value as volatility rises because the underlying has little room to fall. For standard European options, put-call parity gives puts and calls the same volatility…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion addresses how to interpret a quoted spread on the shorter leg of a tenor basis swap when that leg’s rate accrues over shorter periods but pays on the longer leg’s schedule. It explains that the term sheet or governing market documentation…

Fixed incomeDerivatives pricingCarry
Quant Q&A

The discussion explains why a known cash dividend can appear to be carried at the net cost-of-carry rate in a discrete-dividend forward formula, even though the dividend itself is reinvested in a cash account at the risk-free rate. A hedge-based derivation…

Derivatives pricingEquitiesCarry
Quant Q&A

The exchange defines a spreadlock as an agreement to buy or sell a swap spread on a specified future date. It illustrates the contract with a forward-starting interest rate swap: the buyer agrees to a fixed rate set at a stated spread over the…

Fixed incomeDerivatives pricing
Quant Q&A

The discussion asks whether risk-neutral pricing applies only to stocks or to every asset, and whether applying Itô’s formula to an asset’s value gives a Black–Scholes-type partial differential equation. One answer says the risk-neutral measure is defined…

Derivatives pricingStatisticsFixed income
Quant Q&A

The document explains why holding shares against a short out-of-the-money call does not keep the position delta-neutral as the underlying moves. The call’s sensitivity changes with price, so a hedge established at inception can become inadequate after a…

OptionsRisk managementDerivatives pricing
Quant Q&A

The document considers how to model a path-dependent payoff whose number of vanilla calls increases when the underlying exceeds a threshold on periodic observation dates. It asks whether local volatility, stochastic volatility, or another model is…

OptionsVolatilityDerivatives pricing
Quant Q&A

A forward-starting swap rate is the fixed coupon that makes the discounted fixed and floating legs equal over the swap’s payment dates. The method uses discount factors from the discount curve and forward rates from the projection curve, then divides the…

Fixed incomeDerivatives pricingArbitrage
Quant Q&A

The document defines two notional measures for a position in call options on a stock. For a position of n contracts, each covering c shares, with strike K and current stock price P, strike notional is the contract share count multiplied by the strike, while…

EquitiesOptionsDerivatives pricing
Quant Q&A

The document raises two questions about dynamic delta hedging of a short European call in the Black–Scholes framework. It asks why, when rebalancing is frequent and transaction costs are absent, the discounted cash left after hedging and settling the option…

OptionsDerivatives pricingRisk management