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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

20,364 documents

Quant Q&A

The note explains why the effective federal funds rate can trade below the Federal Reserve’s interest rate on reserve balances (IORB). The rate corridor has IORB as its lower reference point and the standing repo facility as a theoretical upper bound, but…

Fixed incomeUS marketsMarket microstructure
Quant Q&A

The document discusses how to validate an implementation of Dupire’s equation when deriving local volatility from an implied volatility surface. The question proposes starting with a flat implied-volatility surface, then testing a surface with term structure…

Derivatives pricingVolatilityOptions
Quant Q&A

The document asks whether Value at Risk at probability levels α and 1−α has a general relationship when the loss distribution is asymmetric. Using a definition based on a tail probability quantile, the answer says there is no such general relationship: VaR…

Risk managementStatistics
Quant Q&A

The document introduces stopping times using a filtration to represent information available over time. A decision time is a stopping time when whether it has occurred by time t can be determined from information available by t. It applies this idea to…

StatisticsEquities
Quant Q&A

The document considers prediction of a continuous variable when correctly ordering observations matters more than matching their values in a way that maximizes Pearson correlation. One simple approach is to transform the target into ranks and fit an ordinary…

Machine learningStatisticsBacktesting
Quant Q&A

The document examines whether an option and its underlying stock require risk premiums in a binomial pricing model when their payoffs can be replicated using other instruments. The central issue is a confusion between replication and hedging: constructing a…

OptionsDerivatives pricingRisk managementStatistics
Quant Q&A

The document asks how to infer a client’s risk-aversion parameter from an already chosen optimal portfolio of two assets under quadratic utility and a full-investment constraint. It defines portfolio utility as expected return minus a variance penalty, with…

Portfolio constructionStatisticsRisk management
Quant Q&A

The document describes the inventory challenge faced when quoting many option strikes and levels in a fast market. Frequent fills change the portfolio’s delta, but immediately hedging every fill with taker orders can incur substantial spread costs. Waiting…

OptionsHigh-frequency tradingMarket makingRisk management
Quant Q&A

The document explains where additional shares come from when IPO underwriters exercise a greenshoe, or overallotment, option. It says that the option is described in the prospectus and that exercising it leads the company to issue additional shares. The…

EquitiesEvent-drivenUS markets
Quant Q&A

The document considers whether an FRA rate or an interest rate futures rate is the better proxy for an expected future fixing. The two instruments can imply different values because their settlement structures create a convexity difference. The answers…

Fixed incomeFuturesDerivatives pricingStatistics
Quant Q&A

The document explains when an FX volatility smile quote for a put can be matched to a call quote with the complementary delta. Under the forward delta convention, put and call deltas at the same strike sum to one, so a 95-delta put and a 5-delta call…

ForexVolatilityDerivatives pricing
Quant Q&A

The document presents a Delphi implementation of the Black-Scholes formula for European call and put options. It calculates the standard d1 and d2 terms from spot price, strike, time to expiration, interest rate, and volatility, then applies the cumulative…

OptionsDerivatives pricingStatistics
Quant Q&A

The answers explain that FX outright delivery dates are convention driven and can vary with the currency pair, market, and trade details. Relevant inputs include spot settlement timing, holidays in each currency, weekends, whether USD holidays are included,…

ForexDerivatives pricingCarry
Quant Q&A

The answer distinguishes daily returns from intraday returns when calculating historical volatility. For close-to-close volatility, it describes taking the standard deviation of daily log returns and scaling by the square root of an assumed number of trading…

ForexVolatilityStatistics
Quant Q&A

The answer explains that an MA model represents a series using current and past shocks, rather than past observed values. It suggests comparing simulated AR(1) and ARMA(1,1) series with the same errors to see how the moving-average coefficient changes their…

StatisticsBacktesting
Quant Q&A

The document asks how to set internal concentration limits for a retail credit portfolio and whether the Herfindahl-Hirschman Index (HHI) is suitable. It defines HHI as the sum of squared exposure weights and notes that its range depends on the number of…

Fixed incomeRisk managementPortfolio constructionStatistics
Quant Q&A

The document examines how correlation can affect best-of and worst-of options and discusses confusion arising from the payoff definition. The questioner's Monte Carlo example simulates correlated terminal prices for two assets and reports that the price of a…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document explains how to represent principal repayments when constructing an amortizing fixed-rate bond in QuantLib. It first builds a semiannual schedule spanning the two stated repayment dates, then supplies a notional amount for each coupon period.…

Fixed income
Quant Q&A

The document distinguishes two conventions for compounded overnight-rate swap coupons. In a lookback without an observation period shift, each daily rate observation is moved earlier by a set number of business days, while the accrual weights remain tied to…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains that the right bond comparison measure depends on the task. For an indicative price on an illiquid bond, it describes interpolating between observable bonds that mature earlier and later. For amortizing bonds, weighted average life may…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document compares tick and minimum trade sizes for BrokerTec U.S. Treasury central limit order books. It reports that the existing venue uses different price increments across Treasury maturities, with quotes expressed per $100 of face value and a…

Fixed incomeUS marketsMarket microstructureExecution
Quant Q&A

The document investigates why a simulated call price comes out as zero when the Black–Scholes calculation gives a positive value. Its proposed remedy is to simulate the underlying under the risk-neutral geometric Brownian motion process, using the risk-free…

OptionsDerivatives pricingStatisticsBacktesting
Quant Q&A

The document answers whether local volatility can be estimated using only the spot price at a particular time. It explains that Dupire’s approach derives local variance as a function of option maturity and strike from a surface of call prices, rather than…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document outlines a Monte Carlo approach for valuing performance share units whose payout depends on a company’s share-price performance relative to a peer group. It estimates daily log-return means, volatilities, and correlations from historical prices,…

EquitiesStatisticsDerivatives pricingBacktesting