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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 document addresses whether a swap’s fixed rate remains independent of a spread deducted from its floating leg, such as LIBOR minus a stated amount. The answer explains that the par fixed rate is set so the swap’s fixed and floating legs have…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks what “NPV of the deliverable swap” means in the quoted price of a MAC swap future. It contrasts the discounted-cash-flow meaning of net present value with an expectation of future cash flows, using a stock futures price as an analogy. The…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The document describes how option pricing is used in practice, emphasizing that model choice depends on the contract and market. It notes that standard Black-Scholes-Merton pricing can be sufficient for European-style listed index options, while…

OptionsDerivatives pricingMarket makingVolatility
Quant Q&A

Malliavin calculus extends differentiation to random processes such as Brownian motion, which are not differentiable in the ordinary sense. The document presents it as a stochastic counterpart to Itô calculus: where Itô calculus provides tools for stochastic…

OptionsDerivatives pricingStatistics
Quant Q&A

The document considers a European-style payoff that is positive when twice the log of the terminal asset price exceeds a strike parameter. Under geometric Brownian motion, the answer avoids solving a modified Black–Scholes partial differential equation…

OptionsDerivatives pricingStatistics
Quant Q&A

The document asks whether an option model can represent volatility as a deterministic function of strike alone. It distinguishes this idea from local volatility, which the author understands as deriving a volatility surface from market prices with dependence…

OptionsDerivatives pricingVolatility
Quant Q&A

The question asks whether converting a mean-reverting Ornstein–Uhlenbeck (OU) process to a risk-neutral measure works by replacing its drift with the risk-free rate, as is often done for geometric Brownian motion. The response points to a discussion that…

Mean reversionDerivatives pricingStatistics
Quant Q&A

The document reviews a commonly cited set of empirical regularities in asset returns, including heavy tails, volatility clustering, slow decay in the autocorrelation of absolute returns, leverage effects, and relationships between volume and volatility. It…

StatisticsVolatilityDerivatives pricing
Quant Q&A

The document examines a proof claiming that a positive martingale can be expressed as an exponential driven by a Brownian stochastic integral. The proof applies the martingale representation theorem to write the martingale differential in terms of Brownian…

StatisticsDerivatives pricing
Quant Q&A

The document describes a problem generating Monte Carlo paths from a QuantLib Black variance surface. The surface is interpolated and extrapolated from market data, with checks for decreasing total variance across maturities and butterfly irregularities, yet…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion considers estimating implied volatility at each intraday option tick when end-of-day implied volatility and Greeks are available alongside tick-level option and underlying prices. One shortcut estimates volatility changes from option price…

OptionsVolatilityDerivatives pricing
Quant Q&A

The discussion concerns software choices for building fixed-income portfolio risk analytics when QuantLib and its Java interface are unavailable. The questioner reports problems with JQuantLib, including a bond-yield calculation error, and asks for pure Java…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The note asks how the Black–Scholes framework extends to a stock paying a continuous dividend yield. It outlines a proposed construction that converts the dividend-paying stock into an auxiliary process by reinvesting the yield, then applies a change of…

OptionsDerivatives pricingStatistics
Quant Q&A

The document distinguishes a delta-neutral hedge from a self-financing trading strategy in the Black–Scholes setting. A portfolio holding an option and a changing number of shares may cancel local price risk, but changes in the share position create…

OptionsEquitiesDerivatives pricingRisk management
Quant Q&A

The document explains how to calculate the time-zero delivery price of a bond forward in a discrete-time, risk-neutral fixed-income model. Its pricing relation takes the expected discounted value of the underlying bond at the forward date and divides it by…

Fixed incomeDerivatives pricing
Quant Q&A

Historical default rates are probabilities under the real-world measure, but they cannot be converted directly into risk-neutral probabilities using Girsanov’s theorem alone. A model for the underlying process and its dynamics under the real-world measure…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The exchange considers how to estimate a CDS spread between quoted maturities, such as a spread for an intermediate tenor between shorter and longer quotes. It asks whether hazard rates calibrated to quoted CDS contracts can support a direct spread…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The post asks how to convert a US Treasury bond yield into a price by discounting the remaining coupon and principal cash flows. The author reports a calculated value that differs from a quoted market price and tests alternative day-count and compounding…

Fixed incomeUS marketsDerivatives pricing
Quant Q&A

The document raises a modeling question about computing option theta from the Black-Scholes partial differential equation when market implied volatility varies across strikes. It compares three approaches: standard Black-Scholes Greeks with implied…

OptionsVolatilityDerivatives pricing
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 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 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 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