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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

10,263 documents

Quant Q&A

The discussion considers quasi-random sampling for Monte Carlo valuation of path-dependent interest-rate options, where each simulated path may require many time steps. Its main recommendation is a dimension-ordering approach: use low-discrepancy…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The discussion explains how several Heston model parameters affect the shape and level of the implied volatility curve. It focuses on producing a symmetric smile rather than a skewed smirk. The answer identifies correlation between the asset and its variance…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion asks how a convex implied volatility smile relates to high kurtosis and the expected returns of options across strikes. Its answer says that assuming constant implied volatility alongside a symmetric, fat-tailed underlying distribution can…

OptionsVolatilityArbitrageDerivatives pricing
Quant Q&A

The document describes a simple linear interpolation for estimating an initial stub rate in a floating-rate note or swap. Given one-month and two-month reference rates, it weights the difference between them according to where the stub period falls between…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

This document clarifies the difference between a floating-rate bond’s contractual coupon spread and its z-spread. The coupon spread is generally specified when the bond is issued and determines the payment added to the reference rate. The z-spread, by…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document asks how to classify leveraged currency-pair positions offered by retail FX brokers under the CFI instrument taxonomy. It observes that these positions are generally not settled by delivering the full currency notional, which complicates…

ForexDerivatives pricingMarket microstructure
Quant Q&A

The note explains the lower bound on an American call’s continuation value: it must be at least the payoff available from exercising immediately. The comparison is made using the stock price at the exercise time, not the stock’s eventual price. If immediate…

OptionsDerivatives pricingArbitrage
Quant Q&A

The note considers why a target call delta may fail to produce a strike in a dividend-paying Black–Scholes setting. With continuous dividend yield, call delta is bounded above by the discount factor for dividends, so a target above that bound cannot be…

OptionsDerivatives pricingVolatility
Quant Q&A

The note examines whether the reciprocal of a stock price can be treated as a traded asset under geometric Brownian motion. Applying Itô’s lemma to the discounted reciprocal shows that, under the stock’s risk-neutral measure, it retains a drift unless the…

Derivatives pricingOptionsStatistics
Quant Q&A

The document explains that long-term government yields combine expected future short rates with a term premium. Forward rates are derived from the yield curve through arbitrage relationships, so they also combine those components; a forward rate alone does…

Fixed incomeDerivatives pricingRisk managementStatistics
Quant Q&A

The document gives an intuitive interpretation of the mean-reversion parameter in Vasicek- or CIR-style interest rate models. It relates the parameter to the time needed for a rate to close half the distance between its current level and its long-run…

Fixed incomeMean reversionStatisticsDerivatives pricing
Quant Q&A

The document distinguishes valuation of an existing interest rate swap from the pricing of a newly executed swap between coupon dates. For an existing swap, its contractual cash flows are valued in full when calculating the amount for termination or buyout.…

Fixed incomeDerivatives pricing
Quant Q&A

The document explains why an equivalent martingale measure (EMM) is used in pricing theory. Under the stated one-period setup, a pricing measure must be a probability measure and must make discounted portfolio values satisfy the martingale condition.…

Derivatives pricingStatisticsArbitrage
Quant Q&A

The document considers how much equity to short against a bond or credit default swap from the same issuer to reduce issuer-specific risk. It frames the hedge in terms of how equity changes relate to credit spreads, then connects spread movements to bond…

Fixed incomeEquitiesDerivatives pricingRisk management
Quant Q&A

The document discusses how to represent the principal deflation floor on a Treasury Inflation-Protected Security (TIPS) when using QuantLib's CPIBond. The requested payoff protects redemption at maturity so it cannot fall below face value, while coupons…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document outlines why variance swaps and volatility swaps are distinct products. Variance swaps became established instruments for volatility exposure and hedging, in part because variance can be related to prices of European calls and puts. A volatility…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document explains how the Variance Gamma (VG) and Normal Inverse Gaussian (NIG) exponential Lévy models can approach the Black–Scholes model. In both cases, the log price is a Lévy process; removing or taking the limiting value of the jump-generating…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document asks how EUR/JPY option skew relates to the skews of USD/EUR and USD/JPY options. It gives the standard variance relationship for a currency cross: the cross variance depends on the two component variances and their correlation. Rearranging this…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document compares continuous-time models, which offer mathematical tools for deriving pricing results, with discrete-time models that align more directly with recorded market observations and computer simulations. One response emphasizes that market…

StatisticsDerivatives pricingBacktestingRisk management
Quant Q&A

The document asks how to estimate the value of a put option if its underlying reaches the strike within a chosen future interval. It distinguishes the premium recorded as cost basis when the option is sold from the later market value relevant to buying the…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The answer describes a historical approach to constructing a SOFR term structure while direct SOFR instruments were still developing. SOFR itself is an overnight rate, so curve construction relies on market instruments that reveal expectations or spreads…

Fixed incomeFuturesDerivatives pricing
Quant Q&A

Black implied volatility is the volatility input that makes the Black pricing formula match an option’s observed market price, given the relevant strike, spot or forward, interest rate, and time to expiry. For options with payoffs resembling a call on a…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains why repeatedly adjusting a delta hedge around a short call can lose money when the underlying price moves up and down. A short call position is described as short gamma and vega, and long theta. Delta hedging removes exposure to small…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document proposes estimating the return distribution of a bonus certificate from the distribution of the underlying stock’s returns. The certificate is described as a combination of the underlying and a down-and-out put. The suggested bin-based procedure…

OptionsDerivatives pricingStatisticsVolatility