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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 asks how to validate a modified Vasicek short-rate model in which both the drift and volatility depend on the current rate. Since this specification has no closed-form solution, the answer recommends using an Euler approximation to generate an…

Fixed incomeStatisticsVolatilityBacktesting
Quant Q&A

The document explains why Hull–White interest-rate model calibration often fixes mean reversion while fitting volatility. With mean reversion held constant and volatility represented as a stepwise or piecewise-linear function, volatility can be bootstrapped…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The exchange answers whether interest rate models can incorporate external variables such as economic measures or equity volatility. It identifies macro-finance models as the relevant family, extending interest-rate analysis beyond models driven only by…

Fixed incomeMulti-assetStatistics
Quant Q&A

The document addresses which interest rate to use when pricing a long-dated European option on a USD stock with Black–Scholes. It recommends using a risk-free rate swap curve, such as the USD SOFR curve, rather than choosing a Treasury yield or the overnight…

OptionsDerivatives pricingFixed incomeUS markets
Quant Q&A

The document distinguishes two ways of describing profit and loss on a receive-fixed interest rate swap. The first estimates accrual over a holding period by comparing the fixed coupon with the floating rates realized during that period. It describes the…

Fixed incomeRisk management
Quant Q&A

The document describes two ways differences in tax treatment can affect investment decisions and prices. In the German dividend example, domestic shareholders may receive a tax credit that foreign or tax-exempt holders cannot use. The cited research reports…

ArbitrageEquitiesFixed incomeDerivatives pricing
Quant Q&A

The document asks how to combine two loans with different principal amounts and interest rates when both have the same repayment term. A weighted average of the annual rates produces a monthly installment slightly below the sum of the installments calculated…

Fixed incomeStatisticsRisk management
Quant Q&A

The document examines how to value interest tax shields when a loan balance declines through repayments. It contrasts two proposed shortcuts: applying a geometric series to a shrinking balance, and treating the shield as a growing perpetuity. An answer…

Fixed incomeStatisticsRisk management
Quant Q&A

The document explains an integral involving the expected indicator that a credit-event stopping time occurs by a horizon. It interprets the expression as accumulating default probability over time and connects the idea to Credit Valuation Adjustment (CVA),…

Fixed incomeDerivatives pricingRisk managementStatistics
Quant Q&A

The post concerns Monte Carlo pricing of a zero-coupon bond under the Hull–White short-rate model. Its central clarification is that the questioned volatility-related term is deterministic, because it is derived from the initial yield curve, so it does not…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion explains how to mark a USDJPY forward before maturity. For a position that receives dollars and pays yen at a contracted strike, the offsetting transaction uses the current forward rate for the remaining term, rather than spot. That…

ForexFixed incomeDerivatives pricing
Quant Q&A

The document describes a government-bond curve fit that minimizes squared bond-price errors while imposing a monotonicity condition on discount factors. This price-focused fit can produce a pronounced hump. It then presents a regularized objective combining…

Fixed incomeStatisticsRisk managementPortfolio construction
Quant Q&A

This discussion examines how accrued interest relates to clean and dirty bond prices. The question argues that the full price reflects discounted future cash flows and that accrued interest is a convention used to remove the coupon-date drop from quoted…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains how to think about interest-rate and credit-spread risk in a credit default swap. Although CDS contracts are commonly quoted by spread, traded contracts may include a standardized running coupon and an upfront payment. To estimate…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document raises practical questions about calculating and annualizing a strategy’s Sharpe ratio when interest rates are no longer near zero. It contrasts a simple mean-profit-and-volatility calculation with approaches that subtract a risk-free return,…

StatisticsRisk managementBacktestingFixed income
Quant Q&A

The document explains why a put option on an underlying that cannot fall below zero cannot be worth more than its strike. At the lowest possible underlying value, the put payoff reaches the strike; because the option’s value is based on possible discounted…

OptionsDerivatives pricingCommoditiesFixed income
Quant Q&A

The document explains which parts of a one-factor Hull–White interest-rate model can be inferred from a market zero curve. The curve determines the time-dependent drift adjustment through its instantaneous forward rates, while mean reversion and volatility…

Fixed incomeDerivatives pricingVolatilityRisk management
Quant Q&A

The document clarifies that daily inflation breakeven curves represent market-implied forward inflation expectations, rather than observed inflation such as consumer price index readings. It explains that these curves are derived from bond or inflation swap…

Fixed incomeStatisticsMulti-asset
Quant Q&A

The document poses a credit-derivatives question: with different hazard rates for two entities, how does correlation affect the price of a contract paying if entity A defaults before entity B? It offers an intuition that perfect positive correlation may…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks why six-month carry on a fixed-floating interest rate swap is divided by DV01 in a cited market-research calculation. The questioner expects carry to be the difference between the fixed and floating legs and is unsure why a risk sensitivity…

Fixed incomeCarryRisk management
Quant Q&A

The document compares two ways to describe carry on a sovereign bond: the difference between its yield and repo financing rate, and the difference between a forward bond yield and its current yield. A five-year, par bond example produces different figures…

Fixed incomeCarryDerivatives pricing
Quant Q&A

The document clarifies why a semiannual bond schedule can place payments on recurring calendar dates even when adjacent periods do not contain exactly 180 actual days. In many markets, the coupon amount is set as the annual coupon rate divided by the stated…

Fixed incomeStatistics
Quant Q&A

The document discusses how to infer caplet volatilities from normal volatility quotes for caps on compounded, backward-looking overnight rates. It distinguishes an expiry adjustment used when transferring assumptions from forward-looking LIBOR caplets—where…

OptionsFixed incomeVolatilityDerivatives pricing