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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
Quantopian lectures
45 documents
Binance API docs
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

4,574 documents

Quant Q&A

The document formulates an exchange-rate model in which the spot rate follows geometric Brownian motion and the domestic and foreign short rates each follow a Vasicek mean-reverting process. Under the domestic risk-neutral measure, the spot drift is the…

ForexFixed incomeStatistics
Quant Q&A

The discussion explains how a USD/JPY cross-currency basis swap’s par spread responds when the USD OIS curve moves. The result depends on which curves are held fixed and how the basis curve is treated. If USD OIS, USD and JPY projection curves, and the…

Fixed incomeDerivatives pricingForex
Quant Q&A

The document asks why exotic options are especially common in foreign exchange markets compared with equities, bonds, and other assets. The responses offer several possible explanations rather than a single demonstrated cause. FX derivatives often hedge real…

ForexOptionsDerivatives pricing
Quant Q&A

The document considers how to express a long Mexican peso versus Japanese yen position using separate currency futures. It compares the dollar-equivalent notionals of two yen contracts and one peso contract, then asks whether the proposed direction is to…

FuturesForexPairs tradingRisk management
Quant Q&A

The document explains why Monte Carlo estimates of a European option price can become less precise as volatility rises. The central point is that the estimate averages simulated payoffs, and its sampling error depends on payoff variance and the number of…

OptionsForexVolatilityStatistics
Quant Q&A

The document outlines a basis-based method for adapting local-currency swap valuations to discounting on a USD OIS curve. It combines three market relationships: the local currency’s 3-month-versus-OIS basis, the local/USD cross-currency basis, and the USD…

Fixed incomeDerivatives pricingForex
Quant Q&A

The document outlines a proposed automated foreign-exchange strategy built around cointegration and forecasting a spread. Its listed workflow transforms price data into log returns, treats outliers, performs linear regression, tests for cointegration with an…

ForexPairs tradingMean reversionBacktesting
Quant Q&A

The document explores using the Ledoit–Wolf estimator to reduce sampling error in a covariance matrix used for a market-neutral portfolio. It describes shrinkage as blending the sample covariance matrix with a structured target, with an intensity that…

StatisticsPortfolio constructionRisk managementForex
Quant Q&A

The document explains how correlation between asset returns and volatility innovations affects the relationship between Black–Scholes volatility and a stochastic-volatility model such as Heston. Negative correlation is reported as typical for equity indices…

OptionsVolatilityDerivatives pricingEquities
Quant Q&A

The document explains how to derive an implied volatility surface for a currency pair from surfaces quoted for two related pairs. Its example combines EURUSD and USDJPY data to price EURJPY options. It first expresses the target option payoff in terms of the…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document poses a derivation problem in currency derivatives. It defines stochastic dynamics for a foreign-market stock and the domestic/foreign exchange rate, alongside a deterministic domestic money account. The proposed approach converts the foreign…

ForexDerivatives pricingStatistics
Quant Q&A

In real effective exchange rate and purchasing power parity analysis, an “anchor” is a slow-moving reference estimate for a currency’s long-run value. A model may start with a historical PPP level, such as a long-term average, then adjust it for expected…

ForexStatistics
Quant Q&A

The document compares a two-state hidden Markov model applied to currency-return volatility with a simple threshold that labels observations as high or low volatility. A threshold can produce a similar-looking state sequence, but it does not account for the…

VolatilityMachine learningForexStatistics
Quant Q&A

The discussion asks how to model the probability that passive quotes placed inside the spread will execute on foreign-exchange electronic communication networks. It supplies no reliable long-run fill-rate estimates. Instead, the responses identify factors…

ForexMarket makingExecutionMarket microstructure
Quant Q&A

The discussion examines whether Strata’s use of currency-aware amounts and market-data lookups creates meaningful overhead in FX forward pricing. It explains that CurrencyAmount carries references to immutable Currency and String objects rather than copying…

Derivatives pricingForexExecution
Quant Q&A

The document derives the pricing relationship for a EUR-denominated option whose payoff is converted into COP. It applies the change-of-numéraire formula to the COP and EUR money-market accounts, accounting for the exchange rate that converts one EUR into…

OptionsForexDerivatives pricing
Quant Q&A

The document describes a US company that bills a German client in euros while funding payroll in Egyptian pounds. Its cash flows span USD, EUR, and EGP: funds are converted for payroll in Cairo, client invoices are paid in euros on net terms, and the bank…

ForexRisk managementPosition sizing
Quant Q&A

The document raises a question about very negative AUDJPY market strangle volatility quotes at long maturities. It gives examples for 25-delta and 10-delta strangles, alongside an at-the-money-forward volatility level, and asks whether the resulting concave…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

This question considers Monte Carlo valuation of a payoff based on the positive part of the difference between domestic and foreign forward rates. It assumes a domestic zero-coupon bond maturing at the later tenor date is used as numeraire, and describes the…

OptionsDerivatives pricingForexStatistics
Quant Q&A

The document discusses how to estimate risk inputs for an option on the difference between two futures. It presents three approaches to spread volatility: calculate it from historical spread returns, combine the futures’ implied volatilities with a…

FuturesOptionsVolatilityDerivatives pricing
Quant Q&A

The document asks whether a country's cash reserve ratio affects its currency's value. It does not give a direct model or establish a specific relationship. Instead, the answer points readers toward research on foreign-exchange reserves used to defend…

ForexStatisticsRisk management
Quant Q&A

The document compares two ways to estimate the distribution of an hour of USDJPY one-minute returns: repeatedly convolving an empirical histogram and Monte Carlo sampling sums of 60 observed moves. The simulated sums produce a wider distribution, while the…

ForexStatisticsVolatilityBacktesting
Quant Q&A

The document explains how to model a USD-denominated convertible bond whose conversion feature delivers shares priced in euros. If conversion delivers a fixed number of shares and all relevant thresholds are USD-based, the conversion value is a composite USD…

Fixed incomeOptionsForexDerivatives pricing
Quant Q&A

The document compares deliverable FX forwards, which exchange both currency notionals at maturity, with non-deliverable forwards (NDFs), which settle a net amount in a deliverable currency. It explains that an NDF typically observes an official exchange rate…

ForexDerivatives pricing