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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

2,013 documents

Quant Q&A

Liquidity depends on the asset class and on how participants access each market. The document compares spot, futures, options, and swaps across currencies, single stocks, equity indices, commodities, and fixed income. It offers a practical framework: there…

Multi-assetMarket microstructureFuturesOptions
Quant Q&A

The answer recommends calibrating interconnected interest-rate curves with a global solver instead of bootstrapping each curve in sequence. The workflow defines curves and calibration instruments, assigns each instrument its forecasting and discounting…

Fixed incomeDerivatives pricingStatisticsMulti-asset
Quant Q&A

The answer clarifies that Advent Geneva is a middle- and back-office platform used for fund accounting and administration, rather than an automated trading engine. It describes core functions such as calculating profit and loss and net asset value,…

Multi-assetRisk management
Quant Q&A

The document asks whether initial nonstationarity in a simulated VAR series matters when estimating a copula with kernels. It describes an experiment in a cited paper using repeated series of length 1,024 and asks whether every observation, including early…

StatisticsMulti-asset
Quant Q&A

The document asks whether trading strategies can remove volatility clustering—the persistence of large or small absolute returns—and what that would imply for diversification and alpha. It contrasts the CAPM view of market exposure with anecdotal claims that…

VolatilityStatisticsRisk managementMulti-asset
Quant Q&A

The document explores reducing a large ETF or equity universe before portfolio optimization. Suggested approaches include clustering return series using correlation-based distances, examining PCA loadings to group assets with similar behavior, and using…

Portfolio constructionStatisticsEquitiesMulti-asset
Quant Q&A

The document considers a heterogeneous portfolio in which inverse-volatility risk parity can assign very large weights to instruments whose estimated volatility has fallen relative to the rest. It describes a proposed cap that compares risk-parity weights…

Portfolio constructionRisk managementPosition sizingVolatility
Quant Q&A

The document asks how to discount the legs of a fixed-to-fixed cross-currency swap when its collateral currency changes at a mandatory break date. Without a break, its proposed setup discounts euro cash flows using the euro collateral curve and uses a…

Fixed incomeDerivatives pricingMulti-assetRisk management
Quant Q&A

The document asks why a portfolio’s simple return is expressed as a weighted sum of its assets’ simple returns, since directly comparing portfolio value at the start and end appears to produce a different formula. The resolution is that portfolio weights…

Portfolio constructionStatisticsMulti-asset
Quant Q&A

The document considers how to assess quantitative finance’s role in global markets and why attributing market earnings or losses to it is difficult. A central challenge is defining what counts as quantitative finance: possible categories range from…

Multi-assetStatisticsMarket microstructure
Quant Q&A

The document describes ways to retrieve securities and their identifiers using Bloomberg. Its main suggestion is to use the equity screening function to list active securities, optionally limited to primary listings, then add ISIN and CUSIP as result…

Multi-asset
Quant Q&A

The document explains how to evaluate a history of overlapping trades as a portfolio, including cumulative profit and loss, drawdowns, and period returns. Its central method is to value each open position over time using market prices, then aggregate the…

Multi-assetPortfolio constructionBacktestingRisk management
Quant Q&A

The document considers how to convert long-run U.S. dollar return series into euros when the euro did not exist for the full sample. It suggests using the Deutsche Mark against the U.S. dollar as an approximate predecessor series for EUR/USD, giving…

ForexBacktestingMulti-asset
Quant Q&A

The document maps common financial modeling tasks to Python's scientific and finance ecosystem for someone moving from Matlab. It groups tools by purpose: portfolio optimization and risk analytics, instrument pricing, time series analysis, technical…

Multi-assetPortfolio constructionDerivatives pricingStatistics
Quant Q&A

The document addresses whether currency exposure in international portfolios earns compensation for its risk. Its answer characterizes foreign exchange returns as having approximately zero expected return while retaining volatility, suggesting that currency…

ForexMulti-assetRisk managementPortfolio construction
Quant Q&A

The document asks whether each eigenvector from a principal component analysis of an asset covariance matrix can be interpreted as an eigenportfolio. With no components discarded, it proposes that a portfolio of n assets yields n such portfolios, ordered by…

StatisticsPortfolio constructionMulti-asset
Quant Q&A

Factor timing means adjusting portfolio exposure to factors in anticipation of how their returns may change. The document uses growth stocks as an example, noting that their relative performance may vary between economic expansion and crisis. It also…

Factor investingPortfolio constructionStatisticsMulti-asset
Quant Q&A

This note clarifies how to set up valuation equations for an asset whose dividends follow a Markov process. Its central distinction is between cum-dividend value, which includes a payment made today, and ex-dividend price, which excludes it. The investor’s…

Multi-assetStatisticsDerivatives pricing
Quant Q&A

This discussion surveys ways to find company filings outside the United States, with particular attention to Europe. It points to national registries such as the UK’s Companies House and Canada’s SEDAR, as well as broader search services that cover multiple…

EquitiesMulti-asset
Quant Q&A

The document explains how to calculate the gain on a foreign-currency investment from the perspective of an investor whose home currency differs from the asset’s trading currency. The relevant comparison is between the home-currency amount originally paid…

Multi-assetEquitiesForexPortfolio construction
Quant Q&A

The document asks for books that help quantitatively trained readers connect mathematical finance models with real-world practice. The responses offer a range of references across investments, portfolio theory, corporate finance, financial econometrics,…

Multi-assetDerivatives pricingStatistics
Quant Q&A

The document distinguishes conventional interest-rate policy from quantitative easing. A central bank typically sets a short-term policy or interbank rate, while QE involves buying assets such as government bonds. When short rates are already near zero,…

Fixed incomeMulti-assetUS markets
Quant Q&A

The document compares simulating three assets independently with simulating them jointly through a multidimensional geometric Brownian motion. In the joint approach, correlated log returns are represented using a covariance structure and Cholesky…

Multi-assetRisk managementStatistics
Quant Q&A

The document asks how to estimate the time-varying tail-dependence functions proposed by Liu, Ji, and Fan. It distinguishes four dependence directions: upper–upper, lower–lower, lower–upper, and upper–lower, noting that the latter two extend the conventional…

StatisticsRisk managementMulti-asset