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
Quantpedia
86 documents
TqSdk
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 frames a modeling question about replacing deterministic correlations with stochastic correlation matrices in a multi-factor fixed-income model such as a LIBOR market model. It argues that fixed correlation may be adequate for short-maturity…

Fixed incomeVolatilityStatisticsDerivatives pricing
Quant Q&A

The document explains why a floating swap leg does not always become independent of day-count conventions, even when the accrual fraction appears to cancel between the coupon amount and the forward rate. That cancellation requires the day-count fraction used…

Fixed incomeDerivatives pricing
Quant Q&A

The document describes an attempt to price a euro zero-coupon inflation swap in QuantLib and reconcile the result with Bloomberg. The author reports that prices are close when the swap dates fall on whole-year anniversaries of the valuation date, while…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The note addresses how to size a long breakeven inflation position using an individual inflation-linked bond and a nominal Treasury of similar maturity. It describes a common starting assumption: real yields and nominal yields have a beta of one. Under that…

Fixed incomePosition sizingRisk management
Quant Q&A

The document asks whether variance swaps on interest-rate swap rates are actively traded and liquid, comparing them with the more familiar equity variance swap market. The response offers a brief market-liquidity observation rather than a pricing method or…

Fixed incomeVolatilityDerivatives pricing
Quant Q&A

This discussion considers whether investors’ month-end trades tracking the Bloomberg Barclays Agency MBS Index can be anticipated. It explains that index replication in agency mortgage-backed securities often uses TBA contracts rather than the underlying…

Fixed incomeMarket microstructureExecution
Quant Q&A

The document frames a modeling question about predicting the difference between a bond auction’s yield and its when-issued yield. The data are described as sparse: auctions occur monthly, and the author reports 850 results across maturities over a…

Fixed incomeStatisticsMachine learningBacktesting
Quant Q&A

The note distinguishes risk-neutral pricing from estimation of the market price of risk for short interest rates. Bond and bond-option prices are used to calibrate risk-neutral dynamics, but those parameters alone do not identify the physical-measure risk…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The note explains how to translate a Eurodollar futures price move into profit or loss. It gives the contract’s dollar value per price point and basis point, then applies the general calculation: value per point multiplied by the price change and number of…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The note explains what can happen when a structured finance deal reaches a call trigger. The SPV manager sells or liquidates the pool assets at a price agreed with a third party or the originator, then uses the sale proceeds to redeem outstanding bonds and…

Fixed incomeRisk management
Quant Q&A

The document contrasts equilibrium short rate models, such as Vasicek, with no-arbitrage models, such as Hull–White. Vasicek uses a mean-reverting process with fixed parameters, so the model generates the discount curve from those parameters. Hull–White…

Fixed incomeDerivatives pricingArbitrage
Quant Q&A

The document examines an Actual/Actual AFB year fraction when the date range spans several complete years and leaves a stub around a leap day. It outlines the convention’s approach: count complete years backward from the period end, apply the February 28…

Fixed incomeStatistics
Quant Q&A

The document examines a proposed arbitrage based on one-year and three-year spot rates and a one-year forward rate for the following two years. It first derives the intermediate spot rate from the relationship between the longer spot investment and the…

Fixed incomeArbitrageDerivatives pricing
Quant Q&A

The answer addresses why a Bloomberg USD interest-rate swap curve may include a contract classified as a financial commodity future. It explains that the curve setup described is longstanding and points readers to Bloomberg’s curve configuration and…

Fixed incomeFuturesUS markets
Quant Q&A

The document surveys several active research questions in quantitative finance. It highlights the transition from interbank offered rates to replacement overnight reference rates, which requires new or adapted pricing and risk models despite limited…

Fixed incomeMachine learningStatisticsPortfolio construction
Quant Q&A

The document considers a swap that receives three-month Libor plus a spread and pays a rate that depends on whether Libor is above a strike. The proposed simplification applies when Libor is fixed at the beginning of each three-month accrual period. Under…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

An FX Targeted Accrual Redemption Note (FX TARN) is a structured note whose coupon depends on one or more exchange rates. The example links a coupon to the change in a yen–US dollar rate and ends the note once accumulated coupons reach a target; if the…

ForexFixed incomeDerivatives pricingRisk management
Quant Q&A

The document examines whether bond immunization should account for time decay alongside duration and convexity. One answer models the short rate as a diffusion and derives a bond-pricing partial differential equation. It shows that the time derivative is…

Fixed incomeRisk managementDerivatives pricingStatistics
Quant Q&A

The document describes a preliminary Python and QuantLib approach to pricing fixed-fixed GBP-USD and EUR-USD cross-currency swaps with limited market inputs. It builds GBP SONIA and USD SOFR curves, applies a quoted cross-currency basis as a flat shift to…

Fixed incomeForexDerivatives pricingStatistics
Quant Q&A

The document explains how centering and scaling affect principal component analysis (PCA), in response to a question about why a credit research report recommends normalization for credit default swap data but not for other products. PCA on unscaled…

StatisticsFixed income
Quant Q&A

The document examines a present value formula for an Australian Commonwealth Treasury bond with semiannual coupons. It asks how to interpret the fractional discount factor applied before the first coupon and the coupon term that appears separately from the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

A step-up coupon bond can be valued by discounting each scheduled coupon and principal cash flow using a trial yield, then comparing the total present value with the bond’s price. The changing coupon amounts are entered for their respective periods, with…

Fixed incomeStatistics
Quant Q&A

The document explores whether sovereign default probabilities, potentially inferred from credit default swap prices, can help estimate a country's probability of hyperinflation. Its central response is that markets in countries with substantial…

Fixed incomeForexRisk management
Quant Q&A

The discussion explains why the payoff of a payer swaption cannot generally be inferred from the terminal swap rate alone. If the swaption finishes in the money, its value is the present value of the fixed leg annuity, whose payments must each be discounted…

OptionsFixed incomeDerivatives pricing