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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 bootstrap spot rates from a yield curve with maturities that become more frequent at the short end. It considers treating the one-month yield as a spot rate, using discount factors to derive later maturities, and deciding whether to…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document asks how to model future yield scenarios for a basket of bonds and measure how an initial yield-curve shock affects those scenarios and bond futures prices. It proposes using the Heath–Jarrow–Morton framework to simulate forward rates for…

Fixed incomeFuturesVolatilityRisk management
Quant Q&A

The document addresses two implementation questions for an amortizing floating-rate bond in QuantLib: whether its payment schedule begins at issuance or settlement, and how to relate discount margin to price. The guidance is to build the schedule from the…

Fixed incomeDerivatives pricingBacktestingRisk management
Quant Q&A

The document derives a pricing framework for a defaultable zero-coupon bond under recovery of market value. It begins with a hazard rate: conditional default probability over a short interval is approximated by the intensity times the interval length, while…

Fixed incomeDerivatives pricingRisk managementStatistics
Quant Q&A

The document raises questions about how synthetic collateralized debt obligations obtained enough credit default swap exposure to reference mortgage-linked assets, and who took the opposite side of those contracts. It distinguishes cash CDOs, described as…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains how FX forwards can represent the cashflows of a cross-currency basis swap when combined with interest-rate swaps. It builds the argument in stages: an FX swap can be represented by two opposing FX exchanges, and a single-period FX swap…

ForexFixed incomeDerivatives pricingArbitrage
Quant Q&A

The document explains how to convert a portfolio’s sensitivities to par swap rates into sensitivities to zero rates. It presents the conversion as a Jacobian problem: first derive how each par rate changes when individual zero rates move, then apply that…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

This discussion explains how principal component analysis can inform yield-curve stress scenarios. The leading components describe common historical patterns in rates: the example’s first component has positive, similarly sized loadings across several swap…

Fixed incomeStatisticsRisk management
Quant Q&A

The document considers how to connect an integral to internal rate of return in a cash-flow example with an initial outflow, a single terminal inflow, and no intervening payments. It notes that integrating an isolated IRR expression is not meaningful because…

Fixed incomeStatistics
Quant Q&A

The document formulates a Gaussian process as a combination of two independent Brownian motions plus a drift involving a Vasicek short-rate process and a deterministic volatility-related function. It asks how to choose a new probability measure under which…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

Fannie Mae and Freddie Mac debt attracted attention as a possible substitute benchmark for long-dated US Treasury bonds when Treasury supply was shrinking. As government-sponsored enterprises, the two agencies were widely believed before the financial crisis…

Fixed incomeFuturesUS markets
Quant Q&A

This document raises a model-validation question: how to compare two streams of net present value changes converted into daily return series, one projected and one realized. The author currently uses Excel’s LINEST regression and is unsure whether that is…

StatisticsBacktestingRisk managementFixed income
Quant Q&A

This document clarifies how the payment date determines the numeraire term when pricing a floating-rate coupon under a forward measure. The example has a rate fixed at an earlier date and paid later, with the zero-coupon bond maturing on the payment date…

Fixed incomeDerivatives pricingVolatility
Quant Q&A

The document explains why derivative valuations can differ between counterparties when funding costs vary and collateral is incomplete. In the classical idealized setting, a common risk-free rate supports a shared price. A funding-aware framework instead…

Derivatives pricingFixed incomeRisk managementStatistics
Quant Q&A

This document asks how to interpret a quoted premium for an option on an index CDS series after constituent defaults have reduced the index factor. The example concerns a payer option with a stated notional, strike, expiry, and bid–ask quote, and asks…

OptionsDerivatives pricingFixed income
Quant Q&A

The document explains why Heath-Jarrow-Morton interest-rate models are often described as infinite-dimensional. In the fixed-maturity formulation, the model specifies dynamics for the instantaneous forward rate at each maturity. Since maturities form a…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether one SABR parameter set can be fitted to an entire implied volatility surface, and whether the at-the-money volatility can still determine alpha when fitting across expiries. The accepted response says standard SABR describes one…

OptionsFixed incomeVolatilityDerivatives pricing
Quant Q&A

The document distinguishes a forward price of a zero-coupon bond from the bond’s future spot price, then applies that distinction to valuing a caplet whose payoff is fixed at the start of its interest period. A forward bond price is the expectation of the…

Fixed incomeDerivatives pricingOptionsStatistics
Quant Q&A

The document begins with the conventional decomposition of nominal yields into real rates and inflation breakevens. It presents the traditional interpretation that breakevens reflect expected inflation while real rates reflect expected real economic growth.…

Fixed incomeRisk management
Quant Q&A

The document explains how a simulated short rate in the Hull–White model can be used to obtain Euribor 3M for projecting derivative cash flows. In the stated Euribor discounting framework, the forward rate over a three-month accrual period is derived from…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document raises a pricing question about initiating an interest rate swap when discounting and floating-rate projection use different curves. Under a single-curve setup, the floating leg is treated as having value equal to notional at inception, so the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how spot rates and forward rates respond when markets anticipate a Federal Reserve rate cut. The replies point to federal funds futures as the most liquid instrument relevant to the question, and also mention OIS rates and three-month SOFR…

Fixed incomeFuturesUS marketsStatistics
Quant Q&A

The document explains how the ECB’s two-tier reserve system can create an incentive for banks to trade excess liquidity. In a simplified example, banks have different daily reserve balances and different allowances for deposits exempt from negative rates. A…

Fixed incomeMarket microstructure
Quant Q&A

The document gives a calculator procedure for finding the yield to maturity of a fixed-coupon government bond with the HP 10bII+. It uses a bond priced at 100.44, with a 1.5% annual coupon, a 10-year term, and a face value of 100. The answer maps these…

Fixed income