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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

4,574 documents

Quant Q&A

The document raises a research question about using Kagi and Renko charting methods on high-frequency foreign-exchange data. The researcher reports applying them across multiple sample lengths and obtaining small positive results, but says cumulative returns…

ForexTechnical indicatorsBacktestingStatistics
Quant Q&A

The document addresses failures in Python workflows that previously fetched foreign-exchange and other historical price data through Yahoo or Google with tools such as pandas datareader and ffn. The accepted answer attributes the Yahoo failure to changes in…

ForexExecutionBacktesting
Quant Q&A

The document outlines a simulation procedure for a multivariate DCC-GARCH(1,1) model. First, simulate each series’ univariate GARCH volatility and returns, then standardize returns to obtain residuals. Use those residuals to update the DCC latent covariance…

ForexVolatilityStatisticsBacktesting
Quant Q&A

The document resolves an apparent conflict between foreign exchange rate dynamics and the martingale condition under a domestic money-market numeraire. An exchange rate quoted as units of domestic currency per unit of foreign currency has drift equal to the…

ForexFixed incomeStatisticsDerivatives pricing
Quant Q&A

The discussion explains why an FX forward calculated from two interest-rate curves may differ from a market quote. It recommends using the relevant zero-coupon rates for the forward’s maturity rather than compounding a one-year rate, and describes covered…

ForexCarryFixed income
Quant Q&A

The document asks how a U.S. broker handles margin and profits for a Nikkei 225 futures contract denominated in yen when the customer has a U.S. dollar base account. It distinguishes the contract’s currency from the currency in which the broker collects…

FuturesForexRisk management
Quant Q&A

A power reverse dual-currency note can be viewed as a leveraged bet on the exchange rate relative to its forward curve. In a simplified USD/JPY example, each coupon is a positive-part payoff that becomes a call option on USD/JPY, with the strike determined…

ForexOptionsCarryVolatility
Quant Q&A

The document asks which time zone determines the trade date and value date in an FX transaction when dates are transmitted without a time-zone label. This matters for converting a date into a deadline for reconciling exposure, especially when the relevant…

ForexExecutionMarket microstructure
Quant Q&A

The document asks how much euros would fairly repay a friend who advanced 100 US dollars for a purchase, given exchange quotes with different buy and sell rates. The answers frame the payment as a loan valuation problem: convert the dollars at the rate…

ForexStatistics
Quant Q&A

The document raises questions about how volatility smiles affect the strikes used to construct currency risk reversals. It asks why, under a flat smile, strikes are approximately symmetric around at-the-money in log space, and why that symmetry can place the…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document responds to a request for a quick reference linking currency trends to other markets. Its main lesson is caution: exchange-rate relationships depend on the time horizon, and a compact list of stable pairings may be misleading. At intraday…

ForexMarket microstructureStatistics
Quant Q&A

The document discusses how to construct a daily carry return index for a currency pair and compare it with a vendor index. The proposed approach combines the spot return with the interest earned on the funded currency and the interest cost on the borrowed…

ForexCarrySpot markets
Quant Q&A

The document asks how to select a smaller representative set from a collection of currency pairs whose return series appear similar. It reports applying principal component analysis to returns and shows variance shares and loadings for a set of…

ForexStatisticsPortfolio construction
Quant Q&A

The document asks how to hedge foreign exchange exposure on a long-dated EUR bond while retaining interest rate exposure. Its answer recommends hedging the bond’s future cash flows with a fixed-for-fixed currency swap, which can be viewed as a series of…

Fixed incomeForexRisk managementDerivatives pricing
Quant Q&A

The discussion outlines a cash-flow-based framework for valuing dual-currency bonds. Discount cash flows using the swap curve for the payment currency, adjusted by the relevant cross-currency basis when valuing in another currency. The example values the…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

The discussion explains how an FX option table organized by strike relates to a volatility chart organized by delta. Delta links a strike to the option’s moneyness: at a given strike and maturity, the call and put have opposite-side deltas and one is in the…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document raises practical questions about building a forward curve for non-deliverable forwards when swap points and outright forward quotes are available. It asks whether curve construction should use swap points or outright forwards, how to derive…

ForexDerivatives pricingFixed income
Quant Q&A

The document describes Bloomberg ticker conventions for retrieving currency exchange rate series associated with particular market closes or contributors. The answer identifies the generic currency ticker as a Bloomberg Generic series, with daily closes…

ForexFixed income
Quant Q&A

The document describes a researcher’s search for continuous-time stochastic volatility models suitable for simulation and estimation through indirect inference. The stated preferences are models that are reasonably easy to simulate and have relatively few…

VolatilityMachine learningDerivatives pricingEquities
Quant Q&A

The document explains why market quotes may appear with different numbers of decimal places by connecting display precision to minimum price variation, also called a minimum price increment. It says public U.S. equity quotes and U.S. stock indices are…

EquitiesFuturesForexMarket microstructure
Quant Q&A

The document answers which currencies LIBOR covered over time. It notes the original set of U.S. dollars, British pounds, and Deutsche marks, then identifies five currencies discontinued in a 2013 reform: New Zealand dollars, Danish kroner, Swedish kronor,…

Fixed incomeForex
Quant Q&A

The document considers how to add EURUSD European options to a one-day Monte Carlo VaR framework already using correlated historical shocks for FX and commodity returns. The proposed method applies each simulated spot return, reduces time to expiry by one…

OptionsForexDerivatives pricing
Quant Q&A

The document asks how to estimate the chance that the euro falls below a specified exchange-rate barrier at any point before a deadline. It includes an attempted calculation using an American digital option formula and market inputs such as spot price,…

ForexOptionsDerivatives pricingStatistics