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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

5,701 documents

Quant Q&A

The document explains how an issuer’s call right is incorporated when valuing a callable bond on a binomial interest-rate tree. Valuation proceeds backward from later dates: at each node, the model discounts the possible next-period bond values using the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document considers a Hull–White short-rate simulation using Euler–Maruyama to estimate the expectation of a terminal payoff. It distinguishes the error from using a finite number of simulated paths from the error introduced by approximating the…

StatisticsBacktestingFixed income
Quant Q&A

The document explains why overnight repo rates can sit above the effective federal funds rate even though repo lending is secured. Its main explanation is market structure: interest on reserve balances reduces banks’ incentive to lend reserves, the federal…

Fixed incomeMarket microstructureUS marketsArbitrage
Quant Q&A

The document explains how securities lending is arranged and priced, particularly for equities. Large holders may invite dealers to compete for lending their securities, while smaller participants commonly work through multiple prime brokers. Online services…

EquitiesFixed incomeMarket microstructureExecution
Quant Q&A

The document compares non-callable bank certificates of deposit with brokered CDs, focusing on the bank CD holder’s ability to withdraw early at par while paying an early withdrawal penalty. It models that feature as an American-style put embedded in a…

Fixed incomeDerivatives pricingOptionsRisk management
Quant Q&A

The document poses a fixed-income valuation question about a pay-fixed interest rate swap held for a year. It asks how a positive mark-to-market on the remaining swap, calculated as the difference between the original forward rate and the prevailing…

Fixed incomeDerivatives pricingCarryRisk management
Quant Q&A

The document considers how interest rate forwards and swap floating legs change when their fixing dates differ from standard market conventions. It compares FRAs for the same accrual period with fixings at different lags and asks whether separate curves are…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains why a forward-starting swap rate can be approximated from two spot-starting swap rates. In the example, the rate for a swap beginning after three years and lasting two years is estimated from the five-year and three-year spot swap…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether the private-company Altman Z′ score can be translated directly into a bond rating or a one-year probability of default. It explains that the score’s original coefficients and zone thresholds were calibrated on an older sample, so…

Fixed incomeStatisticsRisk management
Quant Q&A

The document discusses estimating a U.S. corporate bond’s price during London morning hours, when the U.S. bond market is closed. It proposes decomposing the bond into interest-rate and credit components, using the USD swap curve rather than Treasury rates…

Fixed incomeDerivatives pricingExecution
Quant Q&A

The document considers funding a liability due in the future with a portfolio of four-year zero-coupon bonds and a perpetual annuity, using duration matching. It writes one duration equation at the initial date and another one year later, when the bond’s…

Fixed incomePortfolio constructionRisk management
Quant Q&A

The document explains how to establish that a forward measure is a probability measure by weighting the risk-neutral measure with a positive, normalized random variable. It defines the measure of an event as the expectation of its indicator multiplied by the…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document asks how a forward premium quote for an interest-rate cap relates to the usual spot premium. It describes the distinction as whether the caplet payoff is discounted to its payment date: the spot-premium expression includes a discount factor,…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document examines why the yield inferred from a Treasury note futures contract can differ from the quoted yield on the on-the-run ten-year Treasury, and asks how futures carry affects DV01 calculations. The response attributes the gap to the difference…

FuturesFixed incomeDerivatives pricingRisk management
Quant Q&A

The document asks whether Bermudan swaptions have a put–call parity relationship, how to think about optimal exercise, and whether one side’s decision to exercise determines the other side’s choice. It also considers a callable payer swap with opposing…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document explains how the at-the-money level for an interest-rate cap or floor is determined and why volatility quotes are often organized around it. The relevant level is the forward swap rate for a swap with the same maturity, schedule, and other terms…

OptionsFixed incomeVolatilityDerivatives pricing
Quant Q&A

The document addresses obtaining downloadable, multi-year data for European companies to build a credit or default-risk model. Desired fields include company identifiers, country, industry classification, and year, alongside financial ratios, ESG measures,…

EquitiesFixed incomeRisk managementMachine learning
Quant Q&A

A short-rate model specifies stochastic dynamics for the instantaneous interest rate. Zero-coupon bond prices are derived from those dynamics as risk-neutral discounted expectations, and observable bond prices or cash rates provide the market data used to…

Fixed incomeDerivatives pricingOptionsStatistics
Quant Q&A

The document explains how market rates can be used to form measures of inflation expectations and expected real interest rates. It identifies inflation swap rates as the likely source of the cited medium-term inflation expectation measure, including the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document clarifies two uses of “forward interest rate”: a rate fixed today for borrowing or investing over a future interval, and a contract whose payoff depends on a short rate observed at a future date. It explains that these are distinct contract…

Fixed incomeDerivatives pricing
Quant Q&A

The document considers a borrower’s option to choose between a fixed-rate loan, a floating-rate loan, or cancellation after a decision window. It frames the choices as embedded options with value linked to the borrower’s credit spread, interest rates, and…

OptionsFixed incomeDerivatives pricingVolatility
Quant Q&A

The document asks how to interpret quoted running and upfront market premiums at different tenors when working with preliminary data for estimating probability of default. It gives examples of five-year and eight-year quotes, each with a nonzero running…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The answer explains how to derive the time-dependent bond price function in the Hull–White extended Vasicek model. Instead of trying to obtain the target result by manipulating a later equation alone, it solves the first-order equation for the bond-price…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document considers a simplified model for valuing inflation options embedded in inflation-indexed contracts with guarantees. The author already has a stochastic nominal interest-rate model, G2++, and wants inflation scenarios linked to it. One proposed…

OptionsFixed incomeDerivatives pricing