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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 whether a Vasicek short-rate model can be used to estimate compounded rates set in arrears, such as compounded SOFR. It proposes calibrating the model to observed rates, simulating paths of instantaneous rates, calculating a compounded rate…

Fixed incomeStatisticsBacktesting
Quant Q&A

The document clarifies that a standard USD interest rate swap rate is the fixed rate exchanged against a conventionally specified floating index, while a swap spread compares that fixed rate with a Treasury yield of similar maturity. A floating leg linked to…

Fixed incomeDerivatives pricingUS marketsArbitrage
Quant Q&A

The document derives an adjusted covered interest rate parity relationship by comparing two ways to hold value across currencies. In the basic setup, an investor converts currency at spot and invests at one interest rate, while the alternative invests in the…

ForexFixed incomeDerivatives pricingArbitrage
Quant Q&A

The document explains why a fixed-coupon bond priced at face value has a yield to maturity equal to its coupon rate. It starts from the present-value equation for coupon payments and repayment of principal, then applies the finite geometric-series formula to…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks whether counterparties should receive compensation for both a change in swap fair value and a reduction in collateral interest when moving from EONIA to €STR discounting. Its hypothetical concerns a party that has posted collateral on a…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document poses a fixed-income derivatives question: whether a portfolio consisting of a long forward rate agreement and a short Eurodollar futures contract has positive or negative convexity. It asks for an explanation of the portfolio’s exposure, but…

Fixed incomeFuturesDerivatives pricing
Quant Q&A

The note addresses why a zero-coupon bond price, defined as a conditional expectation of discounted future payments, satisfies a differential equation. It connects that expectation to the Feynman–Kac formula: when the terminal payoff is one and there is no…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document distinguishes the rate implied by one-month SOFR futures from the discount factor needed to construct a curve. It expresses the futures rate as an expected average of short rates over the reference month, while a discount factor depends on the…

Fixed incomeFuturesDerivatives pricing
Quant Q&A

The document explains why a break clause can change credit valuation adjustment for a swap. A mandatory break ends the trade at its market value, so the CVA exposure calculation generally stops at the break date rather than continuing to the original…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document discusses why U.S. interest rates were very high in the early 1980s and much lower in the period described by the question. Its response links the earlier episode to stagflation and Federal Reserve chair Paul Volcker’s efforts to curb inflation…

Fixed incomeUS marketsStatistics
Quant Q&A

The document answers a question about how to assess the historical quality of credit ratings from agencies such as Fitch, S&P, and Moody’s. Its response points readers to research on rating validation, corporate bond rating performance, and the relationship…

Fixed incomeStatisticsRisk managementBacktesting
Quant Q&A

The document explains two volume-based statistics used in publishing secured overnight financing rates. For a volume-weighted median, transactions are ordered by their rates, then their dollar volumes are accumulated until the midpoint of total volume is…

Fixed incomeStatistics
Quant Q&A

The document examines which benchmark to use when measuring strategy returns in emerging markets, especially when comparing local-currency assets with dollar-based research. One response favors nominal government yields in the currency of investment as the…

Multi-assetFixed incomeUS marketsRisk management
Quant Q&A

The document examines how stock-secured borrowing affects the self-financing condition for a trading strategy. It sets out the standard setup with a risk-free money account and a risky stock, where portfolio value changes through holdings in each asset. It…

EquitiesFixed incomeDerivatives pricing
Quant Q&A

The document addresses a singular excess-return covariance matrix that arises when cash earns exactly the risk-free rate. Because that return is constant relative to the chosen benchmark, cash has zero variance and zero covariance with the other assets,…

Portfolio constructionFixed incomeRisk managementStatistics
Quant Q&A

The document explains how to derive the function g for a zero-coupon bond in a short-rate model. It defines g as the negative log of the expected discounted value, relates its maturity derivative to the forward rate, and applies Itô’s lemma to obtain a…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document is a learning-path question from someone preparing for a sell-side rates modeling role, with limited finance background. The topics of interest include risk-neutral pricing, swaptions, and pricing and risk management for rates trading. The asker…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explores adapting a short-rate pricing PDE to an American swaption. It gives a PDE with rate diffusion, drift, and discounting terms, along with a terminal condition based on the positive part of swap value minus an exercise amount. It also…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The document considers how to allocate limited computational capacity in a Monte Carlo system for credit valuation adjustment (CVA) on a portfolio of long-dated derivatives. The central choice is between finer time discretization with fewer simulated paths…

Derivatives pricingFixed incomeStatisticsBacktesting
Quant Q&A

The note compares a five-year S&P 500-linked structured product with direct exposure to the index. The response argues that its apparent advantage comes with costs: holders give up dividends and bear the issuer’s credit risk. It estimates these costs at…

Fixed incomeEquitiesDerivatives pricingRisk management
Quant Q&A

The document explains how to configure a QuantLib SwaptionHelper when calibrating with normal rather than lognormal volatility. The key point is that SwaptionHelper inherits from BlackCalibrationHelper, whose volatility type is selected through a constructor…

Fixed incomeOptionsDerivatives pricingVolatility
Quant Q&A

The document asks how survival probability relates to probability of default and proposes that one is the complement of the other. Under a shared horizon and a definition where survival means no default by that horizon, default probability equals one minus…

Fixed incomeStatisticsRisk management
Quant Q&A

The document considers whether principal component analysis can convert a detailed interest rate risk ladder into exposures at selected benchmark tenors. PCA changes the coordinates used to represent risk, producing components ordered by how much historical…

Fixed incomeStatisticsRisk managementPortfolio construction
Quant Q&A

The document considers whether a Dynamic Nelson–Siegel relative-value model can use pre-crisis curves discounted on a Libor basis alongside later curves discounted using overnight indexed swaps. One response describes continued use of Libor discounting for…

Fixed incomeStatisticsRisk management