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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 presents the Itô differential for a twice-differentiable function of a one-dimensional diffusion. The transformed process inherits a drift containing the function’s time derivative, the original drift times its first spatial derivative, and a…

StatisticsDerivatives pricing
Quant Q&A

The document discusses why an implied volatility computed with a European Black-Scholes model may differ from a quoted estimate for Microsoft options. The response points out that these options are American style, so they can be exercised before expiration,…

OptionsDerivatives pricingVolatility
Quant Q&A

The document concerns the wild card option embedded in Treasury futures and asks how to interpret an equation for the expected payoff from exercising early after a significant price move versus waiting to earn another day of gross. The responses point toward…

FuturesFixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains how a dealer can handle a client’s request to reduce the notional of an existing SPX variance swap before maturity. It treats variance as additive over time: the position’s value at the unwind date can be viewed as realized cash profit…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document clarifies the distinction between an option’s expected value and the instantaneous volatility of its price. Under constant rates, the conditional expected future option value is described as the current value grown at the risk-free rate;…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document describes several ways banks and financial institutions test portfolio and balance-sheet resilience. These include regulator-provided scenarios, shocks based on past events, and reverse stress analysis, which searches for plausible conditions…

Risk managementMachine learningStatisticsDerivatives pricing
Quant Q&A

The document explains how to adjust the value of a floating interest-rate payment when its reset, accrual, and payment dates do not follow the standard schedule. Its worked derivation values a rate fixed at one date but paid before the underlying three-month…

Fixed incomeDerivatives pricingStatisticsRisk management
Quant Q&A

The document argues that an arbitrage-free assessment requires specifying a trade sequence that would produce a certain profit without leaving market exposure. One direct check is to compare prices implied by a constructed curve with the market bid and ask…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains why a bond’s annualized horizon return may remain close to its original yield after an immediate parallel yield shift, especially when the investor holds the bond to maturity. A duration-based estimate says a 100 basis point yield…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document considers whether a mathematics PhD graduate should take time to refresh finance and quantitative subjects before applying for quant roles. The response recommends preparing for interviews by reviewing foundational mathematics, probability and…

StatisticsDerivatives pricingRisk managementMachine learning
Quant Q&A

The document analyzes a capped S&P 500 protection note with a fixed minimum payment, upside participation above the initial index level, and a maximum payout. It represents the payoff as a zero-coupon bond plus a call spread: long a call at the initial index…

OptionsDerivatives pricingEquitiesFixed income
Quant Q&A

The document considers a workflow for pricing a European call: fit a SABR volatility smile to market implied volatilities across strikes, use the fitted model to obtain volatility for the target strike, and insert that volatility into the Black–Scholes…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks how to obtain the initial instantaneous forward variance curve used to calibrate variance curve models. Given market variance swap quotes, it describes a common procedure: interpolate total variance, calculated as maturity times quoted…

VolatilityDerivatives pricingOptionsStatistics
Quant Q&A

The document explains how German-style leveraged certificates with a stop-loss knockout relate to products known as turbo warrants. The answer groups these instruments with mini futures and notes that issuers may use labels such as turbo certificates, short…

Derivatives pricingRisk managementExecution
Quant Q&A

The document derives the sensitivity to the initial asset value of a down-and-out call whose barrier is set equal to its strike, interpreted here as a debt level. It rewrites the option value as a vanilla Black–Scholes call minus a scaled call on a…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains how an option on one asset can be delta-hedged using a different, correlated asset. It defines the hedge sensitivity of the second asset to changes in the first and gives a formula under a bivariate geometric Brownian motion assumption:…

OptionsDerivatives pricingRisk managementStatistics
Quant Q&A

The document frames option selection as a finite search over quoted calls: given a target stock price at expiration, calculate each contract’s profit relative to its premium and select the strike with the highest percentage return. For a discrete set of…

OptionsDerivatives pricingPosition sizing
Quant Q&A

The document explains why risk-neutral pricing commonly expresses an asset’s discounted value as a martingale and takes its expectation. Pricing from a process with drift is also possible, but the response says it tends to require more complicated…

Derivatives pricingStatistics
Quant Q&A

The document presents a QuantLib setup for valuing a fixed-rate bond today and a forward contract that delivers the bond on a later date. Its example describes an already-issued ten-year bond with semiannual coupons, then constructs a schedule, a fixed-rate…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks how to estimate the four parameters of a Nelson–Siegel yield curve by minimizing squared differences between model-implied bond prices and observed market prices. Each model price discounts the bond’s cash flows using a rate determined by…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document raises questions about applying risk-neutral and numeraire-based pricing when securities are collateralized. It describes the standard setup in which a fully collateralized payoff in the same currency is discounted using the collateral rate, and…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks whether a risk-neutral probability density recovered from option prices using the Breeden–Litzenberger method is the same as option gamma. One answer derives a relationship for models in which the option price is homogeneous of degree one…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document explains two common ways to define notional for an equity option position. One convention multiplies the number of contracts by the current spot price and the contract multiplier; another uses the strike price in place of spot. Both approaches…

OptionsEquitiesDerivatives pricing
Quant Q&A

The document discusses how credit risk changes the valuation of a floating-rate corporate bond. A risk-free floating-rate valuation may project coupons using forward rates and discount them on a reference curve, but a risky issuer introduces default and…

Fixed incomeDerivatives pricingRisk management