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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

MQL5 code base

The document describes an indicator that displays BrainTrend2_V2 trend colors across ten separate timeframes. Each line represents an instance of that indicator, with its color reflecting the source indicator’s candlestick state. This lets a trader compare…

Technical indicatorsTrend followingMulti-asset
MQL5 code base

This indicator presents trend information by tracking the positions of Chandelier Stops calculated across ten timeframes. Each plotted line corresponds to one timeframe’s indicator. The line color indicates whether the stop is below the chart’s minimum price…

Technical indicatorsTrend followingMulti-asset
BigQuant

This study examines whether generative adversarial networks can produce realistic multi-asset financial time series. It combines the convolutional architecture of DCGAN with the Wasserstein-distance loss used by WGAN: convolutional layers replace some…

Machine learningStatisticsMulti-assetEquities
BigQuant

This strategy rotates among a fixed pool of 11 ETFs spanning several asset classes and markets. Every five trading days, it ranks candidates using a 25-day linear-regression slope multiplied by R-squared, then adds a short-term signal based on the five-day…

Multi-assetTrend followingMomentumPortfolio construction
MQL5 code base

The document describes a chart indicator that draws one vertical line each month at a user-specified time. It uses indicator buffers with a two-part histogram drawing style. The line can be shown in the main price chart, and the text recommends placing it…

Technical indicatorsMulti-asset
SuperMind

This overview surveys private fund investment approaches, outlining how managers combine asset selection, portfolio construction, and risk management. It covers equity long-only, long-short, and market-neutral strategies; managed futures trend and arbitrage…

Multi-assetEquitiesFuturesArbitrage
BigQuant

This report summary introduces entropy pooling as a way to incorporate qualitative or quantitative views into a risk model by updating a probability distribution. It contrasts the approach with the Black–Litterman model, describing broader choices for risk…

StatisticsPortfolio constructionRisk managementMulti-asset
MQL5 code base

The document describes a higher-timeframe version of the LaguerreFilter indicator. Its distinguishing feature is a user-selectable chart period, with the supplied input example defaulting to a four-hour timeframe. This lets the indicator use a chosen period…

Technical indicatorsMulti-asset
BigQuant

This overview presents fixed-income-plus investing as a way to seek steadier returns by combining bonds and equities. Its central portfolio argument is that historically low, often negative, correlations between Chinese stocks and bonds can let an…

Fixed incomeEquitiesMulti-assetPortfolio construction
BigQuant

The document outlines a portfolio-allocation framework built around five macro risk factors: economic growth, consumer inflation, producer inflation, interest rates, and exchange rates. It describes constructing tradable factor proxies, reducing overlap…

Multi-assetPortfolio constructionRisk managementFactor investing
SuperMind

The document introduces tactical asset allocation (TAA) as a systematic, relatively low-frequency approach to adjusting a diversified portfolio. It contrasts TAA with both buy-and-hold investing and short-term trading, and describes potential benefits such…

Multi-assetMomentumTrend followingPortfolio construction
MQL5 code base

MultiMACDSignal displays trend information using six MACD indicators calculated on different time frames. Each indicator appears as a separate line, with color indicating the relationship between the MACD histogram and its signal line: green when the…

Technical indicatorsMomentumMulti-asset
MQL5 code base

This indicator presents the direction of ColorZerolagJCCX across ten separate timeframes. It encodes oscillator movement visually: rising movement is light blue, falling movement is pink, and other conditions are gray. Dots mark changes in the bar for each…

Technical indicatorsMulti-asset
BigQuant

The document summarizes lifecycle fund design through human-capital theory and liability-driven dynamic asset allocation. Under stated assumptions, it says an optimal glide path can be derived analytically, and discusses how design factors affect the path.…

Multi-assetPortfolio constructionRisk managementTrend following
ProRealCode

This indicator displays whether candles are rising, falling, or unchanged across intraday and longer timeframes, from one-minute bars through monthly bars. It compares each candle’s open and close, then uses a color-coded text label to show the direction for…

Technical indicatorsMulti-assetMomentum
BigQuant

The document outlines a framework for allocating across asset classes according to macroeconomic trends. It first identifies whether individual indicators are rising or falling, using historical averages or filtering, then compares asset returns over the…

Multi-assetPortfolio constructionBacktestingStatistics
BigQuant

The document introduces quantitative investing as an approach that uses numerical models to build an investment process, contrasting it with methods that rely more on qualitative judgment. It describes how quantitative methods can combine computing with…

Multi-assetEquitiesStatisticsPortfolio construction
BigQuant

This short assignment response defines quantitative investing as turning recurring patterns observed through statistical analysis of financial markets into structured methods for future trading. It mentions stocks, futures, and digital assets, and describes…

Multi-assetStatisticsMachine learningRisk management
MQL5 code base

This document introduces a series on building a multi-currency Expert Advisor that coordinates several trading strategies in one system. The design aims to make parallel strategies easier to manage on a shared trading account. The articles describe a…

Multi-assetExecutionBacktesting
BigQuant

The document examines how trend following could address the equity risk concentration in conventional target-date funds. Their glide paths reduce stock allocations as retirement approaches, yet the portfolio may remain dominated by equity risk, leaving…

Trend followingMulti-assetRisk managementPortfolio construction
MQL5 code base

The document describes an indicator that plots two ColorX2MA lines calculated on separate, selectable timeframes and fills the space between them with a cloud. The cloud color is intended to represent the prevailing trend direction. Its inputs allow users to…

Technical indicatorsTrend followingMulti-asset
ProRealCode

MACD-V modifies the classic MACD by scaling the difference between short and long exponential moving averages by the asset’s average true range, then multiplying by 100. The resulting momentum reading is designed to be more comparable across time and markets…

Technical indicatorsMomentumVolatilityMulti-asset
Stratmill research code

This document explains copula-based measures for comparing financial return series by separating marginal distributions from dependence. It presents Spearman’s rho as a rank-based dependence measure and contrasts it with Pearson correlation, which captures…

Multi-assetStatisticsPortfolio constructionRisk management
BigQuant

This Chinese-language summary reviews a quantitative research team’s 2017 results across four areas: multi-asset allocation, index enhancement, factor timing, and commodity trading adviser strategies. It reports that an equity-and-bond active risk-parity…

China marketsMulti-assetFactor investingTrend following