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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

2,013 documents

Quant Q&A

The document considers how to estimate daily risk-free rates when Treasury bill yields are available only monthly or weekly, a data limitation the author says can arise in developing economies. The proposed method converts a period yield into an equivalent…

Fixed incomeStatisticsMulti-asset
Quant Q&A

The discussion addresses how to obtain historical Eurozone fixed-income index data for a multi-factor study of European bond funds when Bloomberg is unavailable and replacement ETFs lack sufficiently long histories. The response names Yieldbook index…

Fixed incomeMulti-assetFactor investingPortfolio construction
Quant Q&A

The document discusses choosing a real-world stochastic model for property price index risk in Monte Carlo analysis. It recommends considering a factor model that links local and national property indexes with economic predictors such as GDP, while noting…

StatisticsRisk managementMulti-asset
Quant Q&A

The document sketches a multifactor geometric Brownian motion framework for pricing options whose payoffs depend on multiple assets. Each asset has its own volatility, while shared Brownian factors create dependence; factor loadings determine the modeled…

OptionsMulti-assetDerivatives pricingStatistics
Quant Q&A

The document explains why rows generated from a Sobol sequence repeat when the generator is reinitialized inside each asset loop. The generator should persist across draws, and its dimension should match the number of random coordinates needed for one…

StatisticsBacktestingMulti-asset
Quant Q&A

The document asks whether indexes exist for hedge funds, private equity, and venture capital. The answer identifies HFR as a provider of hedge fund indexes, including an investable index, but says the respondent is not familiar with comparable private equity…

Multi-assetStatistics
Quant Q&A

The document addresses a data problem for researchers working with hedge fund performance: broker-provided daily index histories may begin later than the period they need. The question asks for free daily levels of HFRX or a comparable index with history…

Multi-assetStatisticsBacktesting
Quant Q&A

The document clarifies the distinction between Bloomberg’s open source data distribution technology and access to Bloomberg’s data. The API and its documentation are publicly available, but connecting to Bloomberg’s database and downloading its data requires…

Multi-assetExecution
Quant Q&A

The document compares ways to obtain historical company fundamentals for multiple stocks in machine-readable formats. The original request prioritizes several years of data, broad international coverage, index-level or identifier-based retrieval, and sample…

EquitiesMulti-assetStatisticsBacktesting
Quant Q&A

The note describes several ways a central bank can acquire foreign currency and how reserve holdings can be used. In a market-based system, the bank may sell domestic currency to buy dollars or other reserve assets when demand for the local currency is…

ForexMulti-assetRisk management
Quant Q&A

The document surveys alternatives to the sample covariance matrix used in Markowitz mean-variance portfolio construction. It names RiskMetrics exponentially weighted moving average estimators from 1996 and 2006, multivariate DCC-GARCH, and Ledoit-Wolf…

Multi-assetPortfolio constructionStatisticsRisk management
Quant Q&A

The document explains that beta’s sign is determined by covariance, or equivalently correlation, with the chosen reference market. The market portfolio in the CAPM is an idealized aggregate; empirical analysis usually uses a narrower index, such as a stock…

StatisticsPortfolio constructionRisk managementMulti-asset
Quant Q&A

The note asks how to measure the relationship between a portfolio of assets and an external series, such as housing prices. Averaging each asset’s correlation with the external metric, weighted by portfolio holdings, may seem appropriate, but the response…

Portfolio constructionStatisticsMulti-asset
Quant Q&A

The document asks whether Bloomberg Terminal can identify securities using CRSP permanent security numbers or Compustat company keys, and how its coverage compares with familiar identifiers. The response reports seeing support for several international and…

EquitiesMulti-asset
Quant Q&A

The document proposes studying a quantity formed by multiplying the difference in expected returns of two return series by the square root of the variance of their return difference. This reverses the variance term’s placement in the conventional information…

StatisticsMulti-assetPortfolio construction
Quant Q&A

The document asks how to extract principal components and correlations from multiple data sets organized at different weekly or monthly periods, with observations taken on several days around an event. The response reframes the main challenge as estimating…

StatisticsMulti-assetMarket microstructure
Quant Q&A

The document asks whether Federal Reserve quantitative easing should increase U.S. home sales and prices, noting an apparent decline in housing prices after 2009. Its answer first corrects a key distinction: encouraging home purchases means more demand,…

Fixed incomeUS marketsMulti-asset
Quant Q&A

The document presents a question about translating a multi-period asset allocation problem into a dynamic programming formulation. Wealth evolves through investment returns applied to current wealth plus income, while the investor chooses portfolio fractions…

Portfolio constructionMulti-assetRisk management
Quant Q&A

The document addresses pricing a positive-part payoff built from weighted prices of two assets observed at multiple dates. It asks whether a closed-form formula exists when a spread involves more than two prices. The response proposes moment matching:…

OptionsDerivatives pricingMulti-assetStatistics
Quant Q&A

The document asks whether tactical asset allocation ranges around strategic benchmark weights can be derived from asset-class correlations and information ratios without starting from proposed tactical weights or signals. It outlines two existing approaches:…

Multi-assetPortfolio constructionRisk management
Quant Q&A

The answer contrasts the former Australian dollar LIBOR benchmark with BBSW by describing how each rate was formed. BBSW is quoted by major Australian banks and is based on prices for discounted securities. The former AUD LIBOR, by contrast, relied on…

Fixed incomeMulti-asset
Quant Q&A

The document explains the distinction between US M1, which covers balances readily used for transactions, and broader M2, which also includes savings balances, time deposits, and retail money funds that can be converted to spendable funds. It describes how…

Fixed incomeUS marketsMulti-asset
Quant Q&A

The document responds to a request for introductory reading on concepts such as beta, global minimum variance, and the Sharpe ratio, along with basic hedging theory and basis trading. The answer points readers toward a general investments textbook for the…

Multi-assetPortfolio constructionRisk managementDerivatives pricing