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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
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

20,364 documents

Quant Q&A

The question asks whether spot rates bootstrapped from a par swap curve can discount a fixed-rate corporate bond. The response says that, in general, swap-derived rates alone are not enough to value the bond. Swap and bond cash flows differ in important…

Fixed incomeRisk management
Quant Q&A

The question describes a balanced financial time-series classification task in which several machine-learning algorithms perform well under time-ordered cross-validation but fail on a later test set. The response proposes that the underlying relationship may…

Machine learningBacktestingStatistics
Quant Q&A

This discussion examines how a bond’s par coupon relates to the zero rate at the same maturity when the zero curve slopes upward or downward. A par yield is the fixed coupon rate that makes a coupon bond trade at par; a zero rate is the rate associated with…

Fixed incomeStatistics
Quant Q&A

The question considers whether cross-correlation is informative when comparing security price changes with social media discussion counts. The price series have fat tails, while the discussion measure is strongly right-skewed, with many smaller values and…

StatisticsSentiment
Quant Q&A

The document examines a stock model with continuous Black–Scholes movement and a jump at a specified time, restricted initially to two possible proportional jump sizes. It asks whether option prices can reveal the probabilities of those jump outcomes and…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document poses a no-arbitrage valuation problem for a payoff equal to the larger of a risk-free money-market account and a dividend-paying stock at expiry. The stock follows a geometric Brownian motion under the risk-neutral measure, while the account…

OptionsDerivatives pricingStatistics
Quant Q&A

The document asks how Federal Reserve policy tools relate to different parts of the interest-rate curve. It distinguishes the federal funds rate, an overnight interbank rate, from Treasury yields, whose shortest listed maturity in the question is one month.…

Fixed incomeUS marketsStatistics
Quant Q&A

The document considers boundary conditions for a finite-difference solution of the Black–Scholes call pricing equation in log-price coordinates. It gives the usual call values at the lower and upper price limits, then notes that the upper-boundary payoff…

OptionsDerivatives pricingStatistics
Quant Q&A

The document addresses a common interpretation of residual normal probability plots in multiple linear regression, using value at risk as an example dependent variable. Its central point is that normality of the errors is not required to estimate regression…

StatisticsRisk management
Quant Q&A

The document examines a numerical root-finding failure when calculating yield from a clean bond price close to maturity. Its explanation is that a price well above the redemption value, with only a short time remaining, can imply an extreme negative yield. A…

Fixed incomeStatistics
Quant Q&A

The document considers whether a U.S. retiree can hedge a personal spending basket whose inflation runs above CPI-U, using consumer-accessible investments over a long horizon. It concludes that no single individual instrument is identified that directly…

Fixed incomeCommoditiesRisk managementPortfolio construction
Quant Q&A

The document seeks a broad inventory of reported market anomalies and points to research catalogs covering many proposed return factors. It highlights a study that frames the large number of factor discoveries as a multiple-testing problem, arguing that…

Factor investingStatisticsEquitiesBacktesting
Quant Q&A

The document explores why a significant deterministic time trend can coexist with a negative, significant coefficient on the lagged level in a regression of first differences. The response considers a series made up of a linear trend plus a stationary error:…

StatisticsMachine learning
Quant Q&A

The document raises a curve interpolation question: how to estimate a two-month point when the available term structure contains three-month Libor zero rates at three-month intervals. The response clarifies that these are points on a term structure of…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains how to represent an interest rate swap with individually specified coupon dates, rates, and notionals in QuantLib. One approach constructs fixed rate coupons one at a time, which lets each period carry its own accrual dates, rate, and…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks whether a user-selected risk-aversion parameter can adjust a portfolio built with the Black-Litterman approach. Its answer describes the framework as combining a return distribution with uncertain views, then passing the resulting expected…

Portfolio constructionRisk managementStatistics
Quant Q&A

The document describes a QuantLib question about calculating an option’s value and delta on its expiration date. Enabling reference-date events allows the net present value calculation to use intrinsic value, but the reported delta for an in-the-money option…

OptionsDerivatives pricing
Quant Q&A

The document asks how to determine the initial delta for two linear products linked to an index made from a constant cash component and a credit default swap position. One product pays the index’s percentage performance at maturity; the other returns…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document presents an attempted out-of-sample volatility forecast for a stock using a GARCH model fitted to percentage returns. It forecasts across a multi-day horizon and compares the output with annualized rolling standard deviation calculated from…

EquitiesVolatilityStatisticsBacktesting
Quant Q&A

The document clarifies what it can mean to derive a term projection curve, such as a three-month curve, given an overnight indexed swap curve. The questioner understands that bootstrapping OIS swap rates produces implied forward rates and asks whether this…

Fixed incomeStatistics
Quant Q&A

The document describes a route from a commodity’s historically observed return distribution to an implied volatility smile. Rather than relying on a Cornish–Fisher expansion, the accepted answer proposes fitting a distribution to returns over the option’s…

CommoditiesOptionsVolatilityDerivatives pricing
Quant Q&A

The document poses a research problem about predicting short-term price reversals in individual stocks and in a portfolio. The author observes that some stocks rise and then reverse, with the apparent pattern clearer in some names than others. They suspect…

EquitiesMean reversionPortfolio constructionStatistics
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 document asks how to value a stock across a two-period binomial tree when it pays fixed cash dividends. It starts with a stock price of 100, up and down factors of 1.2 and its reciprocal, and dividends of 10 and 5 in successive periods. The author…

EquitiesDerivatives pricingPortfolio construction