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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 a two-stage approach to building an OIS discount curve and a separate LIBOR projection curve. The question concerns whether the OIS curve can be estimated when LIBOR-OIS basis swap quotes are unavailable beyond the maturities covered by…

Fixed incomeStatistics
Quant Q&A

The document raises a conceptual question about the choice of numéraire when defining a risk-neutral measure in currency markets. It challenges the statement that the money market account, rather than currency itself, is the relevant numéraire because…

ForexFixed incomeDerivatives pricingStatistics
Quant Q&A

The document examines why a QuantLib Nelson–Siegel fitted bond discount curve can return a zero rate that differs from what a user expects from the input bond prices and coupons. The example changes one coupon while keeping the bonds priced at par; the…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document compares ways to alter a 2s5s10s swap butterfly so its exposure to broad curve movements is reduced while keeping the 5-year body weight at two. It describes three approaches: hedge the first principal component of 2-year, 5-year, and 10-year…

Fixed incomeStatisticsRisk managementPortfolio construction
Quant Q&A

The document poses a parameter-estimation problem for simulating bond-index prices with a one-factor Hull–White stochastic differential equation whose drift, mean-reversion, and volatility terms may vary over time. The author proposes estimating the…

Fixed incomeStatisticsVolatilityMachine learning
Quant Q&A

The document discusses whether trades in US Treasury securities reported through TRACE are visible to the public. It distinguishes reporting obligations from public access: the question states that RFQ trades must be reported, while the replies describe a…

Fixed incomeUS marketsMarket microstructureExecution
Quant Q&A

The document explains how letter-and-digit maturity codes can identify futures delivery months and how those dates may be used when reading a curve. The letters H, M, U, and Z correspond to March, June, September, and December, while the digit gives the…

FuturesFixed income
Quant Q&A

The document raises a valuation question about total return swaps (TRS). Its author describes deriving risk neutral survival and default probabilities from risk free and spread adjusted rates, then using those probabilities to adjust swap cash flows,…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document examines how to combine one-period risk-neutral pricing relations into a multi-period price when only short-maturity risk-free bonds are available. It writes successive pricing steps using expectations under measures labeled for each period,…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document discusses estimating parameters in the Cox-Ingersoll-Ross model using conditional least squares (CLS). Its motivating example models cumulative capital calls for a private equity fund from quarterly observations, with a relatively short sample…

StatisticsFixed income
Quant Q&A

The note compares XIRR outputs from Google Sheets, LibreOffice Calc, Excel, and a separate implementation. The first three results are nearly identical, while Excel differs slightly. The response attributes this to Excel's iterative solver, which stops when…

StatisticsFixed income
Quant Q&A

The discussion explains why asset swap spreads on a fixed-rate bond and a same-issuer floating-rate bond need not match, even when their maturities and issue dates are similar. A quoted spread is only useful as a relative-value signal if traders can…

Fixed incomeArbitrageMarket microstructure
Quant Q&A

The document explains how principal and par value are used when discussing bonds. In common usage, both terms can refer to the amount paid at maturity, and nominal value is also used in that sense. Principal can describe the total maturity payment, including…

Fixed income
Quant Q&A

The document explains why directly shorting municipal bonds can be difficult: short sellers generally need to borrow bonds, and tax-exempt interest economics can make lenders unwilling to lend them. A derivative referencing the bonds may not remove this…

Fixed incomeDerivatives pricingCryptoRisk management
Quant Q&A

The document concerns discretizing the conditional variance of a continuous-time arbitrage-free dynamic Nelson–Siegel factor model for use with a Kalman filter on yield data. The variance is expressed as an integral over the sampling interval of matrix…

Fixed incomeStatisticsBacktesting
Quant Q&A

The document addresses how to initialize a nonlinear fit of Nelson–Siegel–Svensson parameters to observed government bond prices. Its suggested procedure is to fix the decay parameter, estimate the remaining coefficients with ordinary least squares, and…

Fixed incomeStatisticsBacktesting
Quant Q&A

The document explains how to translate a rating-based default probability into an approximate credit spread. It starts with a transition matrix as a Markov chain: repeated matrix multiplication produces a cumulative probability of default over a chosen…

Fixed incomeStatisticsDerivatives pricingRisk management
Quant Q&A

The document is a question about selecting discount curves for pricing government bonds across developed and emerging markets. It contrasts using overnight index swap rates for each currency with constructing curves from government zero-coupon rates, and…

Fixed incomeMulti-assetStatistics
Quant Q&A

The document presents a professional-ethics scenario involving an investment manager who learns that a client is under investigation for alleged tax evasion. She shares the information with a friend at an investment bank, whose firm is considering taking the…

Risk managementEquitiesFixed income
Quant Q&A

The document compares ordinary least-squares projection onto the leading principal components with an attempted machine-learning approach. It raises practical concerns about representing each component's weight vector as model inputs and about digitizing…

Machine learningStatisticsFixed income
Quant Q&A

The document presents a bond-pricing question about estimating Nelson–Siegel–Svensson parameters through nonlinear optimization. The author reports extremely small discount factors and shares a calculation that converts payment dates into year fractions…

Fixed incomeStatistics
Quant Q&A

The document explains how to infer zero rates sequentially from bond prices under a piecewise-constant rate assumption. For the first one-year bond, it discounts the half-year coupon and the year-end coupon plus principal using one unknown rate, then sets…

Fixed incomeStatistics
Quant Q&A

The document asks whether a Nelson–Siegel–Svensson sovereign zero-coupon yield curve can be calibrated using prices of both coupon-bearing and zero-coupon bonds. It explains that the fitting procedure can treat both instruments alike: a zero-coupon bond is…

Fixed incomeStatistics
Quant Q&A

The document considers modeling an unsecured funding spread as a geometric Brownian motion while treating the short risk-free rate as fixed. Because the spread starts positive and evolves multiplicatively, the model keeps it positive, so the resulting…

Fixed incomeStatisticsRisk management