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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
Quantpedia
86 documents
TqSdk
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 examines a stochastic differential equation for an exchange rate quoted as domestic currency per unit of foreign currency. It asks whether a rise in the domestic interest rate should strengthen the domestic currency and push that quoted rate…

ForexStatisticsArbitrage
Quant Q&A

The document explains how to separate price and currency effects when a commodity forward is denominated in euros but the company reports in dollars. It shows that multiplying the commodity-price change by the exchange-rate change alone misses the separate…

CommoditiesForexStatisticsRisk management
Quant Q&A

The document asks whether GBP/USD daily closes are equally likely to rise or fall, then tests whether daily direction depends on the close’s position relative to a 200-day exponential moving average. It counts up, down, and unchanged days overall, and…

ForexTechnical indicatorsStatisticsBacktesting
Quant Q&A

The question explores whether a trend-following system’s moving-average period can adapt to changing market conditions, as a stop distance might adapt using volatility. The author compares results for a fixed system across two EUR/USD historical periods,…

ForexTrend followingTechnical indicatorsBacktesting
Quant Q&A

The document collects suggestions for obtaining historical and real-time intraday foreign-exchange data, with EUR/USD as the motivating example. It points to downloadable historical tick data, platform exports of historical bars or ticks, and broker or…

ForexMarket microstructureExecution
Quant Q&A

The document clarifies the cash-flow direction of an FX swap that sells euros for dollars at the near date and buys euros back at a higher forward exchange rate. Because EUR/USD is quoted as dollars per euro, the higher far-leg rate means paying more dollars…

ForexCarry
Quant Q&A

The document frames a research question about whether Markov-switching multifractal models are suitable for detecting volatility regime shifts in foreign exchange rates across multiple time horizons, and whether newer models improve on them. It lists the…

ForexVolatilityStatisticsMachine learning
Quant Q&A

The document examines how to recover 25-delta put and call strikes from FX option market conventions: at-the-money volatility, risk reversal, and butterfly quotes. It gives a numerical example from a published paper and compares the reported strikes with…

ForexOptionsDerivatives pricing
Quant Q&A

The document explains why percentage changes in two reciprocal exchange-rate quotes are not equal in magnitude. If one currency pair is quoted as the reciprocal of another, the second quote must be inverted at both the starting and ending observations. The…

ForexStatistics
Quant Q&A

The question examines whether binary options can be represented in a Forex backtest. The trader describes tracking virtual up or down bets with an expiry and stake, then counting wins, and asks about proposed alternatives: using take-profit and stop-loss…

ForexOptionsBacktesting
Quant Q&A

The document compares sources for near-real-time market data, focusing on foreign exchange and U.S. equities. It describes Oanda’s practice-account API as a way to stream live FX prices, with a limit on the number of currencies streamed at once, and notes…

ForexEquitiesMarket microstructureExecution
Quant Q&A

The document explains why an FX volatility surface for an inverted currency pair cannot generally be built by simply swapping quoted call and put volatilities. Delta is defined relative to the option’s notional and hedge currency, so expressing the same…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document presents two views on using a target redemption forward (TARF) to hedge foreign exchange exposure. One view emphasizes the knockout feature: if the exchange rate moves substantially against the underlying exposure, the TARF may terminate,…

ForexOptionsDerivatives pricingRisk management
Quant Q&A

The document considers how to represent major currency pairs together as a connected data structure, rather than analyzing each pair as an isolated time series. The proposed “pentahedron” concept is reframed as a weighted graph: currencies are nodes and…

ForexMarket microstructureStatisticsPortfolio construction
Quant Q&A

The document explains why currency pairs can have different volatility by treating an exchange rate as relative exposure to two currencies. A pair’s risk cannot be attributed to either currency in isolation from that pair alone. Comparing a third currency…

ForexVolatilityStatistics
Quant Q&A

The document outlines a practical estimate for the yield on a US Treasury bond hedged into euros. For a quarterly hedge, the notional is set slightly above the bond’s current value to reflect the expected increase in bond value over the hedge period. The…

Fixed incomeForexCarryDerivatives pricing
Quant Q&A

The document explains why changing the time-zone argument in an Interactive Brokers historical-data request may not change returned forex bars. One answer says the bar time zone follows the setting chosen on the Trader Workstation login screen, which may…

ForexStatistics
Quant Q&A

The document discusses ways to frame computational finance as a computer science master's thesis. Suggested directions include building investment recommendations from time-series regression models, evaluating predictive performance with machine learning on…

Machine learningOptionsForexHigh-frequency trading
Quant Q&A

The note considers the foreign-exchange exposure of a basis swap denominated in a currency different from an investor’s reporting currency. It clarifies that the swap can carry second-order FX risk through changes in its mark-to-market, even when the initial…

Fixed incomeForexRisk management
Quant Q&A

The document examines an apparent price discrepancy between two forex brokers: buying a currency pair at one venue and selling it at another. Although the offsetting positions can create a net-flat exposure to the underlying currency, the quoted spread is…

ForexArbitrageHigh-frequency tradingExecution
Quant Q&A

The document raises a modeling question about simulating a currency pair with geometric Brownian motion when the asset is assumed to respond to relative economic performance. It proposes using the difference between the two countries’ GDP growth rates as the…

ForexStatisticsMulti-asset
Quant Q&A

The document asks whether the Herfindahl-Hirschman Index can measure concentration in an FX portfolio built from currency pairs that share USD as a leg. It focuses on the complication that Markowitz portfolio weights may be negative, using a short USDJPY…

ForexPortfolio constructionRisk management
Quant Q&A

This derivation shows how to price an option on the XAG/GBP exchange rate when the more liquid hedge instruments are XAG/USD and GBP/USD. It writes the target exchange rate as the ratio of those two USD rates and models both as correlated geometric Brownian…

OptionsForexDerivatives pricingVolatility
Quant Q&A

The document explains how Bloomberg ticker suffixes distinguish types of financial instruments when requesting historical data in Excel. It identifies the currency suffix for swap rates, the commodity suffix for futures, and the index suffix for money market…

Fixed incomeForex