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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 addresses how to find the fair spread on a single-currency basis swap built with QuantLib’s floating-for-floating swap instrument. The instrument does not expose a direct method for solving the fair spread, so the suggested approach is to…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks about software for valuing foreign exchange forward deals from trade details such as currencies, notional, forward and spot rates, and relevant dates. It frames fair value as having sensitivity to both exchange-rate changes and…

ForexDerivatives pricingFixed income
Quant Q&A

The document discusses why out-of-the-money puts may be priced above calls with strikes equally distant from the underlying price, and why this does not necessarily imply an immediate expected decline. It attributes the skew partly to demand from long…

OptionsDerivatives pricingMarket microstructureSentiment
Quant Q&A

The document addresses a mistaken identity for a zero-coupon bond under stochastic interest rates. The bond price at a later time is a conditional expectation of future discounting; it cannot generally be obtained by multiplying its initial price by the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains that whether portfolio Greeks can be combined depends on what each Greek measures and whether positions share a common risk factor. Sensitivities to a shared factor, such as interest rates across equity positions, can be aggregated to…

OptionsRisk managementDerivatives pricing
Quant Q&A

The explanation shows how to approximate the change in an option’s value as the underlying price and time change. Expand the option price around the current underlying price: the first-order term is delta times the price move, and the second-order term…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document clarifies that moneyness in the illustrated option pricing context is the ratio of the underlying stock price to the strike price. It addresses confusion about a paper’s graph by reproducing a related set of curves using European call prices…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains how local volatility and jump diffusion models can each produce skew and kurtosis in Black–Scholes implied volatilities. It clarifies that “jump volatility” can refer to randomly varying jump sizes, which are parameters within a general…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks how to infer an interest rate from a stock futures price when the spot price, expiry, and expected dividend are known. With one dividend, the pricing equation includes the compounded spot value and the dividend discounted according to the…

EquitiesFuturesDerivatives pricingStatistics
Quant Q&A

The document asks how to fit a cubic spline to observed call option prices for a single maturity while enforcing conditions intended to prevent arbitrage. It outlines a least-squares objective with a smoothing penalty, piecewise cubic segments, continuity…

OptionsDerivatives pricingVolatility
Quant Q&A

The document clarifies the payoff sign for a short put in the standard European put–call parity relationship. Selling a put gives the seller the negative of the long put payoff: the short position’s payoff is the negative of the option holder’s payoff. This…

OptionsDerivatives pricing
Quant Q&A

The document compares two instruments that can both be called calendar spreads. A calendar spread in options combines a long option at one maturity with a short option at another maturity on the same underlying and strike. Under that interpretation, pricing…

OptionsFuturesDerivatives pricing
Quant Q&A

The document clarifies a differential step in the Musiela parameterization of forward-rate dynamics. A forward rate can be described either for a fixed maturity date or for a fixed time-to-maturity point on the yield curve. Since the latter point moves…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how to derive an approximation that maps at-the-money implied volatility to volatility at another strike under a lognormal distribution. The relationship is framed as a strike-dependent scaling rule, using the ratio of the at-the-money…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document asks why two stated formulas for option vanna appear to differ by a factor of one hundred. It gives expressions involving spot price, volatility, time to maturity, the Black-Scholes variables, and vega, then reports that substituting a…

OptionsDerivatives pricingVolatility
Quant Q&A

The document questions whether a bank’s coded option pricing function can sensibly be used to calculate the profit and loss of a short option position. It presents a one-period P&L expression that combines the change in the option’s model price, interest on…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains that an incomplete market generally has multiple equivalent martingale measures rather than a unique risk-neutral measure. For a nonreplicable claim, expected discounted payoffs under these measures yield a range of arbitrage-free…

Derivatives pricingOptionsRisk managementStatistics
Quant Q&A

The document explains how counterparties manage exposure on OTC variance swaps when initial or maintenance margin is not posted. It says that many OTC swaps are governed by a credit support annex, but arrangements vary; without margin, counterparties rely…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document explains why an uncollateralized OTC derivative can still impose funding costs on a bank, even though the trade itself requires no initial cash. One source is the hedge: the bank may hedge through collateralized interbank trades, and adverse…

Derivatives pricingRisk managementFixed income
Quant Q&A

The explanation frames interest-rate hedging as offsetting the sensitivity of a portfolio’s market value to movements in the risk-free curve. It values a debt instrument by discounting its dated cash flows using factors that reflect rates and other…

Fixed incomeDerivatives pricingRisk managementPortfolio construction
Quant Q&A

The discussion examines whether corporate bond OAS should be adjusted for price or coupon differences when comparing bonds from the same issuer. It distinguishes a bond’s long-term value relative to a credit curve from its short-term trading value, which may…

Fixed incomeDerivatives pricingStatisticsRisk management
Quant Q&A

The note explains why the effect of implied volatility on a vertical credit spread depends on the net Greeks of its two option legs. A credit spread sells one option and buys another with the same expiration but a different strike, receiving a net premium at…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The note distinguishes quoted bond prices from bond yields. It explains that a U.S. bond price such as 99 1/8 represents 99.125 per 100 of par, while a yield is the discount rate that equates the present value of coupon and principal cash flows with the…

Fixed incomeUS marketsDerivatives pricing
Quant Q&A

The document poses a terminal-value PDE in two variables with second derivatives in each variable, a mixed derivative, and a source term proportional to one state variable. It asks how to solve the equation when reducing the two-dimensional dependence…

StatisticsDerivatives pricing