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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 document considers whether a same-currency floating-for-floating interest rate swap has gamma, meaning sensitivity of value to changes in rates. It contrasts two views: distinct indices with different yield curves can create gamma, while a typical tenor…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document considers an out-of-sample portfolio process that updates monthly. It uses a rolling 36-month covariance estimate to construct a minimum-variance portfolio, reverse-optimizes those weights into implied returns, combines the estimates with…

Portfolio constructionBacktestingRisk management
Quant Q&A

The document explains how a bond’s cash flows can be valued using a sequence of forward rates. Each coupon is discounted by multiplying the accumulation factors for the forwards that span from today to that coupon’s payment date. By no-arbitrage, this…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks for a European financial-sector index comparable to a US financials index, with coverage including the UK rather than only the euro area. The response points to a Europe-focused financials exchange-traded fund as a possible source of return…

EquitiesFactor investingMulti-asset
Quant Q&A

The document asks whether overnight index swaps need a convexity adjustment when building an OIS curve, given that overnight rates are published after the accrual period. It presents an argument that OIS market quotes are coupon rates formed from compounded…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why a manually discounted cash-flow sum in QuantLib can differ from a bond’s dirty price, even when the same yield is used. The example uses a semiannual fixed-rate bond with an Actual/Actual ISMA day-count convention. The discrepancy…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document addresses why labels such as long and short can be confusing for multi-leg option strategies. A debit or credit alone does not determine a strategy’s directional classification: spreads, butterflies, and similar structures combine bought and…

OptionsDerivatives pricingRisk managementPosition sizing
Quant Q&A

The document discusses whether an asset’s price, represented through risk-neutral valuation, must be below its expected discounted payoff under the real-world probability measure. The answer distinguishes how stocks and derivatives are priced: a stock’s…

OptionsDerivatives pricingRisk management
Quant Q&A

The note clarifies that Black–Scholes gamma measures the change in option delta per unit change in the underlying price. It is an absolute sensitivity, so a large gamma value for a low-priced underlying does not itself indicate an error or describe a…

OptionsDerivatives pricingVolatility
Quant Q&A

The note distinguishes Eurodollar futures from zero-coupon bonds, despite their apparent connection to short-term interest rates. A futures position does not involve lending the contract’s notional principal. Instead, the trader posts margin, and gains or…

FuturesFixed incomeRisk management
Quant Q&A

The note explains why Walter’s dividend policy model discounts the value of income from retained earnings twice. The model adds the present value of current dividends to the value attributed to reinvesting earnings the company does not distribute. The…

EquitiesStatistics
Quant Q&A

The document explains how to simplify the present value of a bond’s fixed annual coupons using the finite geometric series formula. Discounting each coupon produces a sequence with first term and common ratio equal to the one-period discount factor. Summing…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document concerns a proof in a single-period mathematical finance setting: how a separating hyperplane theorem supports the connection between no-arbitrage and the existence of a risk-neutral probability measure. The question references normalized prices…

ArbitrageStatisticsDerivatives pricing
Quant Q&A

The document describes how the currency weights in the U.S. dollar index relate to the adoption of the euro. It lists the current basket weights and explains that, before January 1999, the currencies that later formed the euro area appeared separately: the…

ForexUS marketsMulti-asset
Quant Q&A

The document explains why Broadie–Kaya exact simulation is not automatically the practical choice for the Heston stochastic volatility model. Its main advantage is that it can simulate across arbitrary time steps without the time-discretization bias…

VolatilityDerivatives pricingStatisticsBacktesting
Quant Q&A

This note works through the stochastic differential of an exponential process built from an HJM forward-rate expression. It first differentiates the exponent, accounting for the time-dependent Brownian coefficient and the moving boundary of a nested…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

This discussion explains the basic direction of a pair trade when two stocks diverge from a relationship assumed to persist. Under that assumption, the trader shorts the stock judged relatively overpriced and goes long the one judged relatively underpriced.…

EquitiesPairs tradingMean reversionBacktesting
Quant Q&A

This note explains why a QuantLib floating-rate coupon amount may differ from nominal multiplied by accrual period and the index forward. The coupon amount is calculated using the coupon’s rate, which can include a contractual spread; the index fixing or…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks how to reproduce a volatility strategy described in a referenced study: short VXX while holding a long position in a VIX futures contract. It proposes that the combination may isolate exposure to a later futures month, asks how many VXX…

VolatilityFuturesRisk managementPosition sizing
Quant Q&A

The document considers whether a trend-following trader should express a signal on a base currency, such as GBP, through several currency pairs rather than through a single pair. The response argues that a basket of terms currencies may better represent…

ForexTrend followingPortfolio constructionRisk management
Quant Q&A

The document works through an exam-style question about finding an asset’s covariance with a market portfolio when that portfolio is defined as a weighted combination of two assets. By applying covariance’s linearity, the answer expands the covariance into…

StatisticsPortfolio construction
Quant Q&A

The document raises questions about how to interpret tick records from a trading platform. It contrasts a sell quote at one time with a buy quote at another and asks whether both can coexist, whether repeated quotes represent the same order, and how to…

Market microstructureStatistics
Quant Q&A

The document describes the OCC-style 21-character format for exchange-traded option symbols. It breaks the descriptor into a seven-character root, a six-digit expiration date, a one-character call or put marker, and an eight-character strike field. It…

OptionsUS marketsExecution
Quant Q&A

The document considers how to compare hedging strategies for two models that price options on WTI crude oil futures. It questions whether a traditional delta hedge is meaningful when the underlying is a futures contract, since buying or selling futures does…

CommoditiesFuturesOptionsBacktesting