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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 considers the expected time integral of a stock price under a zero-drift geometric Brownian motion, conditional on its terminal price. It corrects an attempted approach that treats the intermediate price as a simple function of the terminal…

StatisticsDerivatives pricing
Quant Q&A

The document describes pinging: sending small orders into a market to infer whether larger resting orders may be present. A quick fill is presented as a possible signal that deeper liquidity is behind the displayed or encountered order. The original question…

High-frequency tradingMarket microstructureExecution
Quant Q&A

The document discusses fitting the arrival-rate parameters in the Avellaneda–Stoikov market-making model when observed fill rates do not appear exponential in spread. The author compares empirical spread buckets with candidate curves, including a…

Market makingHigh-frequency tradingMarket microstructureStatistics
Quant Q&A

The document explores whether predictive models should use market closing prices or adjusted prices, which account for distributions such as dividends. The author considers a model forecasting Dow Jones returns from other indices, commodities, and…

EquitiesMulti-assetStatisticsBacktesting
Quant Q&A

The document asks how to interpret one-, two-, and three-month US Treasury Constant Maturity (CMT) par yields when converting them into discount factors. It contrasts treating each quote as a discount bond with treating it as a hypothetical coupon security,…

Fixed incomeUS marketsDerivatives pricing
Quant Q&A

The document explains why a continuously delta-hedged option has zero net P&L in the idealized Black–Scholes setting. Applying Itô’s formula splits the option’s change into theta, delta, and gamma contributions. Once the delta hedge removes the underlying…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The document asks whether the Brownian motions in the SABR stochastic differential equations are specified under the physical measure or a risk-neutral measure. Its answer explains that a forward rate is modeled as a martingale under the measure associated…

Fixed incomeDerivatives pricingVolatility
Quant Q&A

The document answers a question about estimating a company’s stock value from company information without relying on macroeconomic factors. It identifies comparable company analysis as one approach: estimate relative value by comparing a company with peers…

EquitiesStatisticsFactor investing
Quant Q&A

The document discusses whether FIX Simple Binary Encoding can reduce the development effort or bandwidth costs of high-frequency trading connections compared with proprietary exchange protocols. One response stresses that firms generally must use the…

High-frequency tradingExecutionMarket microstructure
Quant Q&A

The document describes a Monte Carlo exercise procedure sometimes called hindsight overhedge for path-dependent options. At an exercise date, it examines the simulated path through a later maturity and uses that future information to decide retrospectively…

OptionsDerivatives pricingBacktesting
Quant Q&A

The document explains how to value a floating-rate bond when both interest rates and future coupon amounts are uncertain. For a coupon period, it defines the rate using the price of a zero-coupon bond at the rate-setting date, then changes to a forward…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document clarifies how a Black–Scholes put can be replicated when interest rates are zero. The put has a negative delta, so the hedge involves shorting shares and placing the corresponding funds in bonds. The bond holding can exceed the put’s price…

OptionsDerivatives pricingRisk management
Quant Q&A

The document discusses the difficulty of using wavelet transforms causally on finite financial time series. Boundary handling methods such as padding, symmetry, polynomial extrapolation, or forecasting an extension can influence coefficients near the…

StatisticsTechnical indicatorsBacktesting
Quant Q&A

The document explains how to choose among QuantLib’s deposit, FRA, and swap rate helpers when constructing an interest-rate term structure. The key rule is to match a helper to the instrument represented by the market quote, rather than selecting it solely…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks which EURIBOR rates to use when projecting future interest income on a bank’s loans: zero coupon rates or forward rates. The response recommends zero rates for this purpose, reasoning that they relate to investment over a period ending at…

Fixed incomeDerivatives pricing
Quant Q&A

The document considers whether a dealer can charge a client a fee when the parties add cash collateralization to an existing, uncleared derivatives relationship. Its setup assumes a master agreement and a single-currency collateral agreement with zero…

Derivatives pricingRisk managementFixed income
Quant Q&A

The document explains how to estimate an option price at an unquoted strike or expiration by first converting observed option prices into implied volatilities, fitting or interpolating a volatility surface, and then pricing the target contract with an option…

OptionsVolatilityDerivatives pricingArbitrage
Quant Q&A

The document describes a problem in constructing monthly price or cost histories for groups of materials whose membership changes over time. Across roughly 200 groups, each containing from a handful to several thousand materials, purchases are intermittent…

CommoditiesStatisticsPortfolio construction
Quant Q&A

The response addresses early exercise of American calls and puts on a stock that pays a continuous dividend yield. It presents an early exercise premium decomposition: each American option’s value is expressed as its European value plus terms involving…

OptionsDerivatives pricingVolatility
Quant Q&A

The response explains how Bayesian modeling could relate strategy performance to changing factors, while correcting the idea that historical observations themselves constitute a prior. It distinguishes observed data from prior information about unknown…

StatisticsMachine learningBacktesting
Quant Q&A

The document raises a practical concern about estimating Value-at-Risk with a circular block bootstrap. The author asks how to wrap sampled return blocks from the end of a series back to its beginning, particularly around the observations labeled P10 and P1,…

StatisticsRisk managementBacktesting
Quant Q&A

The document surveys simulation methods for the Cox–Ingersoll–Ross short-rate process, whose square-root diffusion can produce negative values under a naive Euler–Maruyama step. Negative simulated rates break subsequent square-root updates, so preserving…

Fixed incomeStatistics
Quant Q&A

The document compares quick yield-to-maturity estimates with cash-flow discounting across the zero-coupon curve when pricing corporate bonds. For a bond with large interim coupons or amortizations, a single maturity-based risk-free rate can misrepresent the…

Fixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The discussion examines an apparent case in which a numerically calculated American call is slightly cheaper than an analytically priced European call under matching inputs. The accepted response attributes the discrepancy to comparing different numerical…

OptionsDerivatives pricingBacktesting