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

5,701 documents

Quant Q&A

The document explains why dates supplied to QuantLib’s futures rate helpers may not appear as nodes in a bootstrapped yield curve. A futures contract provides a forward rate for an accrual period, so its start date is not the tenor date inferred by the…

FuturesFixed incomeBacktesting
Quant Q&A

The document explains how to describe and assess a roll between Treasury futures delivery months. The quoted market roll is the front contract price minus the back contract price, expressed in thirty-seconds. A theoretical comparison starts with the fair…

FuturesFixed incomeCarryDerivatives pricing
Quant Q&A

The document considers estimating hedge ratios for spreads between Treasury futures when historical DV01 data are unavailable. It describes empirical DV01 as an estimate from a regression of futures price changes against changes in the yield of the…

FuturesFixed incomeStatisticsBacktesting
Quant Q&A

The document describes an attempt to calibrate the two-factor G2++ interest-rate model to cap volatility quotes using QuantLib's Python interface. The example builds a yield curve, creates cap helpers from maturities and volatility inputs, sets an…

Fixed incomeDerivatives pricingVolatilityStatistics
Quant Q&A

The document explains why swap valuation may require separate discounting and forward curves, and why the appropriate forward curve depends on the floating rate index in a swap. For a vanilla swap, the curve built from the most liquid swap quotes and futures…

Fixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document asks whether actively trading bonds could produce returns comparable to some equity strategies, given that bond returns are often associated with coupon income while equity returns include price appreciation. Its answer frames the question…

Fixed incomeRisk management
Quant Q&A

The document describes a market quotation for a one-year at-the-money straddle on the difference between the ten-year and two-year constant maturity swap rates. The quoted bid and offer are given as prices in percentage terms, rather than as an implied…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains how to obtain the dynamics of a zero-coupon bond price from a stochastic model for the short rate. Under the risk-neutral measure, the bond price is expressed as the expected discount factor from the current time to maturity. Assuming…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether floating rate notes have no roll-down over a given horizon because they are relatively insulated from interest rate risk. The response distinguishes pure floaters from notes that pay a margin over the reference rate. For a pure…

Fixed incomeCarry
Quant Q&A

The document raises a fixed income question about callable perpetual bonds. It observes that Bloomberg’s calculated yield uses the first call date as the workout date, and that for a fixed price this date appears to produce the lowest yield among the…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains why overnight indexed swap rates became a common discount curve for collateralized derivatives. In the US example, OIS reflects expectations for the Fed Funds rate, which monetary policy influences, while private interbank funding rates…

Fixed incomeDerivatives pricingUS markets
Quant Q&A

The document asks why a swap’s annuity factor should be proportional to its coupon value change for a one basis point move, called CV01. It starts from the par swap pricing equation, expressing the fixed coupon and discount-factor sum alongside the maturity…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains how to select curves for valuing interest rate swaps and swaptions when floating indices have different tenors, such as three or six months. The curve associated with the floating index is used to forecast its cash flows: a swap…

Fixed incomeDerivatives pricing
Quant Q&A

The document discusses how to compare Vasicek and Cox–Ingersoll–Ross (CIR) models for fitting zero-rate curves. Rather than judging the models from a single observed curve, it recommends calibrating each across many curves with varied shapes, including flat,…

Fixed incomeStatisticsBacktesting
Quant Q&A

This note discusses how point-in-time (PIT) and through-the-cycle (TTC) default probabilities fit into a one-factor Merton-style credit model. It presents the conditional default probability given a systemic economic factor and explains that inserting a TTC…

Fixed incomeStatisticsRisk management
Quant Q&A

The document discusses how to align an expert-based internal scorecard for commercial loans with external agency rating categories. It suggests ordinal logistic regression when agency rating category is the target, since ratings are ordered categories rather…

Fixed incomeStatisticsMachine learningRisk management
Quant Q&A

A bond that trades special in the repo market can be financed at a rate below general collateral (GC). That financing advantage can support a higher bond price, or equivalently a lower yield, than would prevail without specialness. The document estimates the…

Fixed incomeCarryUS markets
Quant Q&A

A hedge curve template (HCT) specifies the market instruments and curve-building method used to create scenarios for measuring an instrument’s risk. Its design determines which rate changes the risk report can show and how closely those scenarios resemble…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document asks how to price a floorlet whose payoff depends on a linearly compounded rate derived from a bond price. It specifies a risk-neutral model in which the short rate and a second state variable, sigma, both evolve stochastically. The proposed…

Fixed incomeDerivatives pricingVolatility
Quant Q&A

The document explains how to obtain swap rates along simulated paths in a one-factor Hull–White short-rate model. The model describes the short-rate dynamics, and its analytical zero-coupon bond pricing formula relates each bond price to the current short…

Fixed incomeDerivatives pricingStatisticsOptions
Quant Q&A

The document says short-horizon curve construction depends on the market and intended use. For a USD swap curve, builders can incorporate actively traded instruments with different maturities and frequencies, including monthly fed funds futures, short-dated…

Fixed incomeStatisticsPortfolio construction
Quant Q&A

This exchange recommends books for a reader seeking an accessible introduction to credit risk management in banking. The question highlights exposure at default, probability of default, loss given default, risk-weighted assets, and regulatory frameworks as…

Risk managementFixed income
Quant Q&A

This overview lists stochastic processes used in quantitative finance and gives their representative stochastic differential equations. Brownian motion provides the random driver; geometric Brownian motion models an asset with proportional drift and constant…

StatisticsVolatilityDerivatives pricingFixed income
Quant Q&A

The document explains how to interpret a short-term fixed-for-floating SOFR swap quote and reproduce its cash flows. The quoted ticker represents a swap with specified settlement and maturity dates; generic instrument descriptions alone do not identify those…

Fixed incomeDerivatives pricingStatistics