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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
WonderTrader
14 documents
Alphalens
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 discusses ways to obtain the Bank of England base rate for a Java program without requiring manual user entry. Suggestions include reading the current rate from the Bank’s homepage, importing historical and current rate tables from its…

Fixed income
Quant Q&A

The document asks whether the fraction of simulated asset-liability management paths ending in bankruptcy can be read as the real-world probability of bankruptcy. Its answer cautions that a simulation percentage is not an exact probability estimate simply…

Fixed incomeStatisticsRisk management
Quant Q&A

The document asks how to compare the distributions of swaption market observations, such as volatility or liquidity spreads, across two time periods. It considers whether all USD swaption observations should be treated as two samples or whether observations…

Fixed incomeOptionsStatisticsDerivatives pricing
Quant Q&A

The document examines how banks might manage funding risk in variable-rate loans as LIBOR gives way to risk-free rates such as SOFR. Under LIBOR-linked lending, a bank could pass through some changes in unsecured interbank funding costs by charging a fixed…

Fixed incomeDerivatives pricingRisk managementUS markets
Quant Q&A

The document asks how to represent overnight, tomorrow-next, and spot-next foreign-exchange rate quotes when building an overnight-indexed curve in QuantLib. The proposed setup creates separate overnight indices with different settlement-day counts and…

ForexFixed incomeDerivatives pricing
Quant Q&A

This question examines why modified duration from a QuantLib bond setup differs from Excel’s MDURATION for the same stated bond inputs. The supplied Python example constructs a bond with a one-year coupon period, an Actual/Actual day count, and semiannual…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether no-arbitrage conditions are known for Bachelier, or normal, implied volatility surfaces. Normal volatility is defined through the parameter that reproduces an option price under the Bachelier formula. The author contrasts this with…

OptionsVolatilityDerivatives pricingFixed income
Quant Q&A

The document addresses short-end SOFR curve construction when daily forward-rate jumps are desired at FOMC dates but available three-month futures do not provide enough independent instruments to identify every node. This creates an underspecified…

Fixed incomeFuturesRisk managementDerivatives pricing
Quant Q&A

The document examines a foreign-exchange spot quoted as dollars per euro and compares expectations under dollar and euro risk-neutral measures. The question derives discounted-price expectation identities using each currency's bank-account numeraire, then…

ForexDerivatives pricingStatisticsFixed income
Quant Q&A

The document explains why standard Black-style approximations for cash-settled swaptions imply payer-receiver parity around the forward swap rate. Under that approximation, a zero-wide collar—the difference between payer and receiver swaptions at the same…

OptionsFixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document distinguishes the risk that a borrower or issuer will fail to repay from the risk that a trading counterparty will fail to meet its contractual obligations. A bondholder, for example, faces the issuer’s credit risk; a buyer of credit protection…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The note clarifies that Diebold–Li is a way to estimate a Nelson–Siegel yield curve, rather than a separate curve model with its own distinct estimation procedure. The key modeling choice is to fix the Nelson–Siegel shape parameter; with that parameter held…

Fixed incomeStatistics
Quant Q&A

The document explains how to interpret a country's sovereign credit ratings over time. Ratings describe a government's creditworthiness when an agency publishes them; they are not continuous measurements of past or future conditions. Agencies may issue…

Fixed incomeStatisticsRisk management
Quant Q&A

The document evaluates a simple nearest-match method for assigning European government bond benchmarks. It compares each bond with government issues using coupon, maturity date, issue date, and volume, scaled so each field has equal weight, then selects the…

Fixed incomeStatistics
Quant Q&A

The document asks why a cointegrating vector from a Johansen test differs from coefficients estimated by ordinary least squares in a model of firm revenues and several explanatory variables. The reported test statistics are interpreted as indicating one…

StatisticsEquitiesFixed income
Quant Q&A

The document asks whether Bloomberg Barclays monthly total and excess returns can be reproduced from constituent-level index data, including constituent returns, market values, and excess returns. The author reports a close but imperfect tie-out for a broad…

Fixed incomeBacktestingPortfolio construction
Quant Q&A

The document considers how to separate a shared global component of bond yields from local influences. It suggests applying principal component analysis to yields at several curve maturities, from shorter tenors to the long end, as a way to identify common…

Fixed incomeStatisticsMulti-asset
Quant Q&A

The document explains roll-rate analysis as tracking accounts from one delinquency state to another over a fixed interval, then questions whether published portfolio projections follow from the reported transition percentages. It sets up equations to infer…

StatisticsRisk managementBacktestingFixed income
Quant Q&A

The document describes an attempt to infer a coherent zero-coupon discount curve from a quoted forward swap curve, with the aim of also producing a three-month LIBOR forward curve. The author recognizes that the available observations may not uniquely…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document discusses how a dealer might quote caps and floors in an emerging market with swaps but no traded interest-rate options. Without option quotes for calibration, the response recommends developing an indicative volatility cube using comparable…

Fixed incomeOptionsDerivatives pricingMarket microstructure
Quant Q&A

The document asks how to construct term structures for ESTER and SOFR, daily reference rates that do not necessarily have established swap markets. It contrasts the usual curve-building approach with the limited instruments available for these newer…

Fixed incomeFuturesDerivatives pricing
Quant Q&A

The document raises a practical calibration question for a one-factor Hull–White interest-rate model used to price a structured note. The example note pays annual coupons based on the positive part of three-month EUR Libor plus a spread, then returns…

Fixed incomeDerivatives pricingOptions
Quant Q&A

The document distinguishes two sources of bond price change. Pull-to-par is the movement of a bond’s clean price toward face value as maturity approaches, assuming its yield is unchanged. For a zero-coupon bond, the price converges to par as the remaining…

Fixed incomeCarryRisk management
Quant Q&A

The document clarifies terminology in fixed-income return attribution. It considers whether implied forward rates and the market-implied return from forward rates refer to the same expected-return benchmark, and whether realized return can be split into…

Fixed incomeStatistics