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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
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 defines a regime as a period in which a time series follows a particular pattern or set of model parameters, and a regime switch as a transition between such states. Models can allow volatility, intercepts, relationships, or other coefficients…

StatisticsVolatilityFixed income
Quant Q&A

The document discusses sourcing data for a project implementing the Black-Merton-Scholes framework in R, clarified by the answer as an application to credit instruments. The response says that the required data depends on the specific question and model…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks why AUD/USD and NZD/USD cross-currency basis spreads can be positive when many other currencies have negative bases. One cited explanation focuses on Australian banks’ net US dollar liabilities: they supply US dollars in cross-currency…

ForexFixed incomeArbitrageMarket microstructure
Quant Q&A

The document discusses an optional early termination clause in a total return swap and asks whether it behaves like American exercise of a vanilla option. The clause described gives Party B a right to terminate a transaction on a business day with advance…

Derivatives pricingRisk managementFixed incomeEquities
Quant Q&A

The document explores how autoregressive models can be connected to stochastic differential equations. It begins with the Vasicek short-rate model, showing that with a unit time step its discrete form is an AR(1) process. It then treats the difference…

Fixed incomeStatisticsVolatility
Quant Q&A

The document surveys risk measures used to monitor equity, fixed-income, commodity, and foreign-exchange portfolios. It lists position sizes and exposures alongside measures such as volatility, beta, duration, DV01, credit categories, currency risk, and…

Risk managementMulti-assetEquitiesFixed income
Quant Q&A

The answer derives the pricing equation for a zero-coupon bond in a model with two state variables: the short rate and a second factor. It represents the bond price as a conditional expectation of discounted face value, then discounts the price back to the…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The discussion points readers seeking UK government debt information toward sources for issuance schedules, debt aggregates, and central-bank asset purchases. It distinguishes several data needs: outstanding debt, maturity and instrument composition,…

Fixed incomeUS markets
Quant Q&A

The document explains why a forward rate is a martingale under the measure associated with the bond maturing at the end of the accrual period. It defines the money-market and bond numeraires, then gives the Radon–Nikodym relationship between two forward…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains how credit desks use loss given default (LGD) to estimate jump-to-default exposure in bonds, loans, and credit default swaps. Because recovery value is hard to predict before default and can remain uncertain afterward, desks may report…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document distinguishes two structures that share the name collar. An equity collar combines ownership of a stock with a purchased out-of-the-money put and a written out-of-the-money call. The put limits downside below its strike, while the short call…

OptionsDerivatives pricingFixed income
Quant Q&A

This collection surveys apparent contradictions and counterintuitive results in quantitative finance. Its most detailed example is post-crisis interest-rate valuation: pricing swaps may require separate curves for discounting cash flows and projecting…

Fixed incomeOptionsStatisticsPortfolio construction
Quant Q&A

The document explains a change in the practical rate used to represent risk-free discounting in derivatives models. Before the financial crisis, LIBOR was commonly treated as a workable proxy because it stayed close to overnight indexed swap rates. After the…

Derivatives pricingFixed incomeMarket microstructure
Quant Q&A

The document derives how the mean-variance tangency portfolio depends on expected asset returns, their covariance matrix, and the risk-free rate. With a riskless asset available for borrowing or lending, the optimal risky-asset weights are proportional to…

Portfolio constructionFixed incomeEquitiesRisk management
Quant Q&A

The document raises a discrepancy between Ukrainian government bond yields to maturity calculated from individual bonds traded on a German exchange and lower yields shown by published yield curves. The author reports bond-level estimates ranging from roughly…

Fixed incomeStatistics
Quant Q&A

The document explains how a calibrated interest-rate model can produce a market-implied mean-reversion parameter. Bermudan swaptions are valued within models that include mean reversion, and calibration selects parameters to fit observed swaption prices. The…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document explains how to convert a one-year probability of default into probabilities over shorter payment intervals. It corrects a proposed conversion formula by assuming a constant default probability across subperiods: survival over a year equals the…

Fixed incomeStatisticsRisk management
Quant Q&A

The document asks which liquid instruments or frequently updated indexes can help hedge or monitor risks in a corporate bond portfolio. It notes Treasury securities as a way to address interest-rate exposure and mentions bond ETFs and issuer equities as…

Fixed incomeRisk management
Quant Q&A

The document responds to a question about locating market data needed to price an interest-rate cap on a different trade date. It does not provide Bloomberg navigation steps or explain whether the specific swap data are free. Instead, the answer offers an…

Fixed incomeVolatilityFutures
Quant Q&A

The document addresses how to name a position combining a 5s10s interest-rate swap curve trade with a Treasury curve hedge. The described position pays the 5-year swap and receives the 10-year swap, while buying 5-year Treasuries and selling 10-year…

Fixed incomeFutures
Quant Q&A

The document explains how to calculate the cost of a short-term loan that is repaid through equal installments at regular intervals. It endorses solving for the periodic rate that discounts each payment to the initial amount advanced, as in an annuity…

Fixed incomeStatistics
Quant Q&A

The document discusses whether to use the Financial Products Markup Language (FPML) to represent financial products in XML instead of creating a private standard. Responses describe FPML as used in some financial institutions and note that major trading…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains why a convertible bond's conversion price is typically set above the issuer's current share price. The conversion feature behaves like a call option, so a share price slightly above the strike does not by itself mean investors should…

OptionsEquitiesFixed incomeDerivatives pricing
Quant Q&A

The document works through a numeraire-change derivation for the ratio of an asset value to a numeraire. It applies Itô's lemma to the reciprocal of the numeraire, then uses the product rule to obtain the ratio's drift and diffusion terms from the dynamics…

Fixed incomeDerivatives pricingStatistics