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
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

5,701 documents

Quant Q&A

The document clarifies how to calculate the probability of surviving the first year and then defaulting during the second when the hazard rate is constant. It distinguishes that joint interval event from a conditional probability of default given survival to…

Fixed incomeStatisticsRisk management
Quant Q&A

The discussion examines whether greater risk aversion necessarily lowers the risk-free rate. One explanation uses the inverse relationship between bond prices and yields: stronger demand for Treasury bills can raise their prices and lower their yields,…

Fixed incomeRisk managementStatistics
Quant Q&A

The document considers how to summarize a callable bond valued across stochastic interest-rate paths. It compares averaging the yield to maturity calculated separately for each scenario with first averaging scenario prices and then finding the yield implied…

Fixed incomeStatisticsRisk management
Quant Q&A

The document explains how to calculate the year-end value of a deposit when the instantaneous force of interest is assumed to follow a cubic polynomial over the year. Four quoted rates at quarterly intervals determine the polynomial’s coefficients through…

Fixed incomeStatistics
Quant Q&A

The document asks whether monthly CPI releases move inflation-linked securities such as Treasury Inflation-Protected Securities (TIPS), and whether price responses depend on the difference between reported inflation and analysts’ expectations. It notes that…

Fixed incomeEquitiesEvent-drivenStatistics
Quant Q&A

This document explains how discounted cash flows connect to clean and dirty prices for an amortizing bond. Since amortization reduces outstanding principal, quoted prices are generally related to the unpaid principal rather than the original face amount.…

Fixed incomeStatistics
Quant Q&A

The document discusses how to infer the perturbation factor in a discrete-time Ho–Lee interest-rate tree when the initial bond term structure, risk-neutral up probability, and short rates are known. It gives a relationship between the logarithm of the…

Fixed incomeDerivatives pricingVolatilityStatistics
Quant Q&A

The document presents a perpetual coupon bond valuation problem in a diffusion setting. Its pricing equation relates the required return times the bond price to the coupon and the price’s drift and curvature terms, with a boundary condition at a stopping…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document works through a Ho-Lee short-rate model with a Brownian short rate and derives the zero-coupon bond price, its stochastic differential equation, and the discounted bond’s dynamics. It then constructs the forward-measure density from the bond…

Fixed incomeDerivatives pricingOptionsVolatility
Quant Q&A

The document compares term-premium estimates for Polish government bonds using daily and month-end monthly observations of the ten-year yield. The yields are interpolated from a Nelson-Siegel-Svensson curve built from bootstrapped zero-coupon yields, and the…

Fixed incomeStatisticsPortfolio construction
Quant Q&A

The document distinguishes a tenor-based forward LIBOR rate from an instantaneous forward rate. A forward LIBOR rate applies over a finite accrual period, such as a three- or six-month interval, and is calculated from the relative prices of zero-coupon bonds…

Fixed incomeStatistics
Quant Q&A

The document explains why a hedge does not automatically reduce exposure at default (EAD) for risk-weighted asset calculations. Basel capital requirements separate counterparty credit, market, and operational risk; an ordinary market hedge may offset market…

Risk managementDerivatives pricingFixed income
Quant Q&A

The document examines why par swap quotes reconstructed from a zero-coupon curve may fail to match the quotes used to build that curve. It describes bootstrapping a curve from deposit and swap helpers, extracting zero rates, then constructing swaps against a…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The note explains that a standard QuantLib bond yield calculation returns yield to maturity based on the bond reaching its stated maturity, even when it has callable dates. It shows a basic fixed-rate bond example that calculates yield from price and then…

Fixed incomeDerivatives pricing
Quant Q&A

The document raises a question about the risk-neutral valuation of a zero-coupon bond when interest rates vary over time. It compares a bond-pricing expression involving the ratio of discount factors with a general risk-neutral pricing formula, asking…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document examines a currency-hedged excess-return formula attributed to Black and Litterman, focusing on why the hedge adjustment includes a factor of one plus the domestic short rate. The responses derive the hedge payoff by combining the foreign…

ForexDerivatives pricingFixed income
Quant Q&A

The document asks whether a premium bond necessarily has negative roll-down return, as several cited explanations claim. It distinguishes that claim from pull-to-par: on an upward-sloping yield curve, a bond that ages into a lower-yield maturity point may…

Fixed incomeCarryStatistics
Quant Q&A

The discussion presents the Black formula for a caplet and asks how to differentiate its price with respect to the forward rate and volatility. It states the familiar forward delta as the discounting and accrual factors multiplied by the normal cumulative…

Fixed incomeOptionsDerivatives pricingVolatility
Quant Q&A

The discussion outlines a practical workflow for developing credit ratings or default-risk estimates from company fundamentals. First choose a target, such as observed defaults, agency ratings, or expert assessments, then assemble candidate financial…

Fixed incomeStatisticsRisk managementFactor investing
Quant Q&A

The discussion asks whether ATM swaption volatilities indexed by expiry and tenor must satisfy no-arbitrage conditions. It explains that there are no direct no-arbitrage restrictions across such quotes because each swaption is written on a different…

Fixed incomeOptionsArbitrageVolatility
Quant Q&A

The document distinguishes two ways to express interest rate sensitivity for a fixed income instrument such as an interest rate swap. Delta is a linear estimate of how much an instrument's price changes after a small move in the relevant rate; the discussion…

Fixed incomeRisk managementStatistics
Quant Q&A

The document explores whether a bond could specify repayment in units of another security, such as stock or ETF shares, rather than in conventional currency. It frames the question both as a conceptual possibility and a legal one, then proposes an ETF whose…

Fixed incomeEquitiesPortfolio construction
Quant Q&A

The document asks how to build a USD zero-rate curve from short LIBOR tenors, forward rate agreements, and interest-rate swaps. The response recommends bootstrapping: first infer discount factors or zero rates at the short maturities, then use those results…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document explains how to work with the joint distribution of two default events. The four intersection probabilities—both default, only the first defaults, only the second defaults, and neither defaults—must add up to one. Given a marginal default…

StatisticsRisk managementFixed income