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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
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 describes an attempt to calculate daily yields to maturity for a panel of euro-area government bonds using prices, coupons, and time to maturity. The proposed approach defines a bond valuation function and applies a root-finding routine to solve…

Fixed incomeStatisticsBacktesting
Quant Q&A

The document raises a conceptual question about how quantitative and algorithmic trading firms can seek returns if asset prices follow random walks. It also asks whether random-walk behavior would undermine models of limit order books, using research that…

StatisticsMarket microstructureHigh-frequency trading
Quant Q&A

The document addresses how to obtain timely economic and corporate news for news-based trading systems. It mentions a financial news API that can filter incoming articles using user-defined rules and deliver new items through a real-time socket connection.…

Event-drivenSentimentEquities
Quant Q&A

The document explains how to price a barrier option with a finite-difference engine in QuantLib when volatility is represented by a market implied-volatility surface. It points to the finite-difference Black–Scholes barrier engine and notes that its…

OptionsDerivatives pricingVolatility
Quant Q&A

The discussion considers whether an American call can be exercised early when a continuous dividend yield is high relative to the risk-free rate. Its key point is that the sign of the adjusted rate alone does not determine the exercise decision. For…

OptionsEquitiesDerivatives pricing
Quant Q&A

The document derives a European call value when a forward price follows a two-factor diffusion with volatility components that vary over time. It applies the exponential solution for the forward process and combines the factor variances into an integrated…

OptionsDerivatives pricingVolatility
Quant Q&A

The example explains how to calculate floating coupons in an asset swap when payment periods do not match a simple half-year assumption. Each coupon uses the annual LIBOR fixing plus the quoted spread, multiplied by notional and the accrual fraction…

Fixed incomeDerivatives pricing
Quant Q&A

A swap annuity factor represents the present value of receiving one unit on each relevant payment date of the underlying swap. It is closely related to PV01, the value change for a basis-point move, and helps value an off-market swap by scaling the…

Fixed incomeDerivatives pricing
Quant Q&A

The discussion distinguishes the first and second fundamental theorems of asset pricing. In the account provided, the first connects absence of arbitrage with the existence of a linear valuation rule that assigns zero value to traded cash flows. The second…

ArbitrageDerivatives pricingPortfolio construction
Quant Q&A

The question describes problems retrieving an implied volatility smile from a SABR volatility surface through QuantLibXL. A positive time input below one year produces a negative-time error, while another error appears to contradict the function's default…

OptionsVolatilityDerivatives pricing
Quant Q&A

The question asks whether the mean-reversion parameter in a short-rate model such as Hull–White can be inferred directly from the current yield curve. The response points readers toward a paper on the topic and notes that Hull–White fits within the…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document uses a game with a uniformly drawn numbered card to explore how expected value, risk aversion, repeated play, and redraw options affect willingness to pay. For a risk-neutral player, the value of one play is the mean card value. With many…

StatisticsRisk managementPosition sizing
Quant Q&A

The document discusses how trades are grouped into netting sets for calculating credit valuation adjustment. A netting set consists of trades that can legally be offset against one another if a default occurs, so the applicable agreements must permit the…

Risk managementDerivatives pricing
Quant Q&A

The document considers whether adding a factor to an asset pricing model must reduce its pricing errors, or alphas. It distinguishes the population setting, where expected returns and factor sensitivities may be treated as known, from empirical work, where…

Factor investingStatistics
Quant Q&A

The document explains why the parameter of a Gaussian copula does not generally equal the ordinary Pearson correlation measured on its uniform outputs. Applying the standard normal cumulative distribution function to correlated normal variables changes their…

StatisticsMulti-asset
Quant Q&A

The document asks whether a European put’s price can be calculated as the expected payoff when the underlying’s return over the option’s life follows a specified density. Assuming zero interest rates, it writes the put payoff as the strike minus the terminal…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains why an in-the-money option does not necessarily become more valuable simply because expiration is closer. It separates an option’s value into intrinsic value, determined by the current underlying price and strike, and time value, which…

OptionsDerivatives pricingVolatility
Quant Q&A

The document examines why adapting a long-only risk-parity objective to a dollar-neutral portfolio is difficult. Long-only risk parity seeks equal risk contributions, often by minimizing the dispersion of each asset’s weight multiplied by its marginal…

Portfolio constructionRisk managementPosition sizingStatistics
Quant Q&A

The document outlines the Black–Scholes derivation: apply Itô’s formula to an option whose value depends on the underlying, combine it with the underlying in a portfolio, hedge away the source of randomness, and use no-arbitrage to obtain the pricing PDE. It…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document discusses what a negative stock holding means in a single-period binomial model and whether it represents a real-world short sale. The practical interpretation is a short stock position: the investor borrows shares, sells them, and has an…

EquitiesDerivatives pricingRisk management
Quant Q&A

The document explains why a bond's quoted spread to mid-swaps at issuance may not match a calculation using a government benchmark, a later yield curve observation, or the bond's coupon. In the example, the quoted reoffer spread is applied to the swap rate…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why an up-and-out call can have negative delta when the underlying approaches its upper knock-out barrier. Near the barrier, a rise in the underlying has two opposing effects: it increases the ordinary call payoff conditional on…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks whether physical state probabilities can be recovered from current asset prices, state-contingent payoffs, and risk-neutral probabilities. Its central point is that state prices encode discounted, risk-adjusted probabilities; they do not by…

StatisticsDerivatives pricingFixed income
Quant Q&A

The document derives expected negative exponential utility when an investor’s wealth is the product of a fixed share position and a normally distributed security price. Scaling the price by the share position makes wealth normal as well, with its mean and…

StatisticsRisk managementPosition sizing