Skip to content

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
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

21,023 documents

MQL5 code base

This indicator exports the Stochastic oscillator’s main and signal lines to a CSV file for analysis in MATLAB. The author presents the data as input for techniques such as neural networks, support vector machines, nearest-neighbor methods, and fuzzy systems,…

Technical indicatorsMachine learningStatistics
SuperMind

The document outlines an equity screen combining turnover, industry classification, and historical revenue growth. It selects beverage and alcohol import-export companies with turnover between 3% and 12% and 2021 revenue more than 1.1 times 2018 revenue. It…

EquitiesFactor investingStatistics
Stratmill research code

The document presents a literature-search workflow for financial machine learning and quantitative finance, where relevant work may be spread across econometrics, machine learning, and other fields. It describes using a paper-mapping service to find related…

Machine learningStatisticsPortfolio construction
MQL5 code base

The document describes an indicator that measures the percentage of observations in which the closing price is above or below a moving average. Its calculation period matches the averaging period used by the moving average. The moving average is added…

Technical indicatorsStatistics
MQL5 code base

The document describes an MT5 reporting script that groups account history by magic number and currency, with optional date filters and CSV export. It outlines measures including profit after swaps and commissions, win rate, time-weighted return, profit…

StatisticsRisk managementBacktestingForex
FMZ forum

This post reports a data-quality question about one-minute BNB/USDT candles retrieved through a trading platform’s GetRecords interface. The author compares a candle for a specified minute in August 2018 with Binance’s displayed data. Open, high, low, and…

CryptoSpot marketsMarket microstructureStatistics
BigQuant

This article proposes comparing a model's information coefficient (IC) and mean IC across training and test samples to assess predictive stability. It defines IC as the correlation between a model score and subsequent returns, using a five-day return…

Machine learningStatisticsBacktesting
quant-trading

This document is a dated series of U.S. Treasury yields organized by maturity, from short bills through long-term securities. Each row pairs an observation date with a maturity and quoted yield, allowing researchers to examine how rates across the curve…

Fixed incomeUS marketsStatistics
SuperMind

This stock screen selects shares with turnover between 3% and 12%, an opening price within 5% of the 10-day moving average of closing prices, and at least 50 days since listing. The document presents the rules as a way to combine trading activity, proximity…

EquitiesTechnical indicatorsStatistics
Stratmill research code

This module generates synthetic pairs whose relationship is defined by a hedge ratio and a mean-reverting cointegration error. It first simulates the change in one asset’s price as an autoregressive process, cumulatively sums those changes into a price…

StatisticsPairs tradingMean reversionBacktesting
MQL5 code base

The Random Walk Index (RWI) is described as a tool for assessing whether an instrument is developing a trend or moving randomly within a trading range. The method first defines a trading range, then calculates RWI values across the analyzed period. The…

Technical indicatorsTrend followingStatistics
SuperMind

This article outlines a daily Chinese stock screen using amplitude above 1%, a controlling-shareholder measure above 21%, and turnover between 2% and 9%. Its proposed refinement adds positive price-to-earnings and price-to-book ratios, with upper bounds of…

EquitiesChina marketsTechnical indicatorsFactor investing
MQL5 code base

The document explains how a linear regression trend line is fitted to price observations using the least squares method. The fitted straight line minimizes the distances between the observed prices and the line, providing a simple statistical description of…

StatisticsTechnical indicators
BigQuant

The document introduces the manager-of-managers fund structure, in which a central manager allocates capital among independent subaccounts managed by different investment advisers. It distinguishes this approach from a fund of funds: MOM evaluates and…

Multi-assetPortfolio constructionFactor investingStatistics
ProRealCode

The document proposes a modified Laguerre smoothing filter called the Carnazzi filter. It first estimates the filter’s gamma parameter from a chosen period length, using a correction term called delta, then applies a four-stage recursive Laguerre calculation…

Technical indicatorsStatistics
BigQuant

The article explains a research design for isolating the effect of earnings announcement timing from announcement content. It uses calendar rotations: because a month’s starting weekday changes across years, companies that repeatedly announce on a particular…

EquitiesEvent-drivenStatisticsMarket microstructure
MQL5 code base

The document presents a Relative Moving Average framework that ranks the latest price within a trailing window after normalizing closes around their simple moving average. Its primary output is a fractile from zero to one, intended to make the current…

StatisticsTechnical indicatorsMomentumTrend following
MQL5 code base

This document describes an indicator that lets users choose among a broad set of moving-average and smoothing methods, including simple, exponential, weighted, regression-based, volume-weighted, and filter-style variants. It also lists price series that can…

Technical indicatorsStatisticsBacktesting
MQL5 code base

This brief indicator description defines a moving average oscillator as the relative deviation of a selected price from its moving average. The calculation divides the applied price by the moving average and subtracts one, so the output expresses the price’s…

Technical indicatorsStatistics
BigQuant

This research review examines whether actively managed U.S. equity funds favor firms focused on a single business and whether that preference reflects industry expertise. Its proposed mechanism is that a manager with an informational edge in one industry can…

EquitiesFactor investingPortfolio constructionStatistics
Stratmill research code

This reference explains two utilities for copula-based trading research: a linearly interpolated empirical cumulative distribution function (ECDF), and a quick selector for candidate pairs. A standard empirical CDF is a step function, which can map sparse…

Pairs tradingStatisticsBacktestingEquities
MQL5 code base

TrendLinearReg fits a straight line to a rolling window of prices and plots the regression slope as a non-normalized histogram. The slope coefficient represents the direction and steepness of the fitted line. Histogram color tracks whether that coefficient…

Technical indicatorsTrend followingBreakoutStatistics
SuperMind

This Chinese equity screen combines an RSI reading below 65, a positive product of price change and a large-order net-volume measure, and a weekly 5-period moving average crossing above the 10-period average. The intended interpretation is to find stocks…

EquitiesChina marketsTechnical indicatorsMomentum
MQL5 code base

This document explains a price-trend indicator based on singular spectrum analysis, also called the Caterpillar method. It decomposes a recent price segment into additive components, then reconstructs a smoothed trend while filtering smaller-scale…

Technical indicatorsStatisticsTrend following