Skip to content

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 discussion explains three common criticisms of the Heston stochastic volatility model: limited flexibility when fitting observed option volatility surfaces, unusual behavior in its forward volatility skews, and limited usefulness for some exotic pricing…

OptionsVolatilityDerivatives pricingEquities
Quant Q&A

The document asks whether monthly factor returns should be aggregated into overlapping quarterly, semiannual, or annual returns before regressing them on lagged market- and funding-liquidity variables. The proposed motivation is that monthly observations may…

Factor investingStatisticsBacktesting
Quant Q&A

The document describes a long–short factor backtest that ranks assets into top and bottom quintiles. The signal has positive performance at monthly, quarterly, and annual rebalancing frequencies, with returns improving as rebalancing becomes less frequent.…

BacktestingFactor investingPortfolio constructionRisk management
Quant Q&A

The document raises a fixed-income valuation question: whether CDS spreads quoted in different currencies can be subtracted to adjust a bond’s credit margin for a change in issuer country. The example compares five-year U.S. and Polish CDS quotes, then adds…

Fixed incomeDerivatives pricingForex
Quant Q&A

The document derives the logarithmic dynamics of a geometric Brownian asset and explains how to change probability measure so its drift becomes the risk-free rate. Applying Itô’s lemma to the asset’s stochastic differential equation gives the log return a…

StatisticsDerivatives pricingRisk management
Quant Q&A

The document distinguishes common uses of excess return: an asset's return minus the risk-free rate, and one asset's return minus another benchmark's return, such as the market. Both are differences between returns and can be interpreted as the payoff on a…

EquitiesStatisticsFactor investingRisk management
Quant Q&A

The document shows how a narrow call spread approximates a cash-or-nothing digital option: subtract the call price at a slightly higher strike from the call price at the target strike, then divide by the strike interval. In the limit, this becomes the…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains what trading servers colocated at an exchange can receive and how they may subscribe to those feeds. Exchange data is commonly distributed over fibre using multicast, with subscriptions selectable by feed group or partition; TCP feeds…

EquitiesHigh-frequency tradingMarket microstructureExecution
Quant Q&A

Brownian motion with drift, X_t = μt + σW_t, is normally distributed with mean μt and variance σ²t. Exponentiating a normally distributed variable gives a lognormal distribution, so the stated exponential process has lognormal levels; its logarithm has mean…

StatisticsVolatility
Quant Q&A

The document asks whether American option prices must increase with volatility whenever European option prices do, and seeks intuition for proving the result in more general models. The answer states that a standard American option under Black–Scholes is…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how the standard maturity for a five-year single-name credit default swap is determined under the post-2015 convention. Although a simple five-year anniversary calculation might suggest a September maturity for a trade made in early…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains why a zero curve built from continuous-rate data can fail when its dates are mapped to times using an Actual/Actual day-count convention. Curve interpolation requires distinct times, but the convention may assign the same year fraction…

Fixed incomeDerivatives pricing
Quant Q&A

The document investigates why a calculation for the delta of a foreign-exchange down-and-out call appears to produce an implausible negative value when the spot, strike, and barrier are entered on a larger numerical scale. The accepted answer approaches the…

ForexOptionsDerivatives pricingStatistics
Quant Q&A

The document considers how to reduce the worst losses of a bullish call spread by adding a bearish option position in a later expiry. It discusses balancing hedge size, the hedge’s cost, and the different rates of time decay across expiries. The proposed…

OptionsRisk managementBacktestingPosition sizing
Quant Q&A

The document explains how to derive a real interest rate from a money market rate and consumer price inflation, in the context of a study modeling the probability of stock market crises. The question arises because a cited paper describes its control…

StatisticsFixed incomeEquities
Quant Q&A

The document asks how to estimate the price impact of a market buy order that is larger than the displayed ask size. Its example gives an ask price and quantity, then considers an order that would consume multiple levels of the order book. It seeks a general…

ExecutionMarket microstructure
Quant Q&A

Rehypothecation occurs when a bank or broker reuses collateral pledged by a client to support its own borrowing or trading. The explanation describes how this practice can create a chain of claims: successive reuse makes the total collateral supporting the…

Risk managementMarket microstructureFixed income
Quant Q&A

The discussion addresses why a request for index history beginning in 1960 returned data only from 2010 onward. Its practical recommendation is to locate a source that covers the missing period, preserve that historical segment locally, and periodically…

EquitiesBacktesting
Quant Q&A

Commodity Asian swaps settle against an average reference price over an averaging period rather than a single final observation. The discussion describes a typical payoff as the period’s notional multiplied by the difference between a fixed strike and the…

CommoditiesDerivatives pricingFutures
Quant Q&A

The document contrasts last-look foreign exchange market making with firm, no-last-look quoting. With last look, the market maker streams indicative prices and receives incoming orders that it may reject. Under no-last-look arrangements, the venue streams…

ForexMarket makingExecutionMarket microstructure
Quant Q&A

The document explains why calling the amount or rate method on a QuantLib IborCoupon can fail with a “pricer not set” error, even when the relevant Euribor fixing has already been supplied. In the implementation described, coupon rate calculation delegates…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains why a higher risk-free rate can raise the value of a call on a non-dividend-paying stock, despite also increasing the discount applied to its future payoff. In the Black–Scholes framework, the same rate affects both the stock’s assumed…

OptionsDerivatives pricingEquities
Quant Q&A

The document presents a European call pricing comparison under the Heston stochastic volatility model. It gives a characteristic-function integral for the closed-form price and a Milstein-style discretization for simulating variance and log spot, then…

OptionsDerivatives pricingVolatilityBacktesting
Quant Q&A

The document illustrates a convexity adjustment by comparing two ways to price cash flows when an interest rate can take one of two values. One calculation discounts the amount using the average of the rates, while the other averages the two prices obtained…

Fixed incomeStatisticsDerivatives pricing