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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
Quantpedia
86 documents
TqSdk
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
Quantopian lectures
45 documents
Binance API docs
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 presents a finite-state price tree for an underlying asset, with zero interest and a cash dividend paid between observation dates. It sketches how to find risk-neutral transition probabilities by matching each node’s current value to the…

OptionsEquitiesDerivatives pricingRisk management
Quant Q&A

The document explains why delta hedging an at-the-money option close to expiration can leave a trader exposed to uncertainty over exercise. If a short option is exercised, the seller may end up with a risky position in the underlying; if the hedge was placed…

OptionsRisk managementDerivatives pricing
Quant Q&A

The discussion considers why Monte Carlo estimates of a call price under the SABR stochastic volatility model may disagree with prices obtained using the commonly cited SABR implied volatility formula. One answer points to discretization bias: a basic Euler…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

The document frames an optimization problem: selecting asset allocations across successive decades over a century, using a restricted set of choices among equities, cash, and bonds. Each period permits either a full allocation to one asset or an equal split…

Portfolio constructionBacktestingStatisticsEquities
Quant Q&A

The document explains why par instruments are commonly used to represent a yield curve and how a par curve relates to zero-coupon and forward curves. A zero curve, obtained through bootstrapping, represents discount rates for individual future cash flows.…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The document examines proposed ways to adjust option vega for time to expiry and asks whether such adjustments can be justified by dividing vega by the square root of time. It explains that ordinary vega is already a meaningful sensitivity for a particular…

OptionsVolatilityRisk managementDerivatives pricing
Quant Q&A

The document distinguishes an option’s implied volatility (IV) from its vega. IV is an input to an option pricing model, while vega measures how much the modeled option price changes when IV changes. A larger vega for one option therefore does not show that…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document derives the return on a stock position financed partly with investor cash and partly with a loan. Starting from the stock’s terminal value as its initial price multiplied by one plus its return, it subtracts the investor’s initial contribution…

EquitiesRisk managementPosition sizing
Quant Q&A

The document raises the practical problem of calibrating local-stochastic volatility models when an FX volatility surface has only a few quoted strikes per maturity. It notes that standard FX quotes may be expressed through at-the-money straddles and…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses how to convert a foreign-currency trading gain or loss into a home currency, using a USD/JPY trade as its example. It reports a loss measured in yen and explains that conversion into dollars uses the rate applicable to selling dollars…

ForexExecution
Quant Q&A

The document derives the solution to an SDE in which an asset’s drift and volatility are deterministic functions of time. Applying Itô’s lemma to the logarithm of the asset value introduces a second derivative term. The quadratic variation of the diffusion…

StatisticsDerivatives pricing
Quant Q&A

The document investigates why cubic interpolation of discount factors in QuantLib might produce zero or irregular forward rates near a curve endpoint, in contrast with log-linear interpolation. It describes a curve built from dated discount factors and…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how to obtain a binary option value from the change in call prices across nearby strikes. With implied volatility held constant, the limiting price difference corresponds to the negative strike derivative of the call price, which is the…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks whether the Sharpe ratio denominator should account for a time-varying risk-free rate, including its volatility and correlation with portfolio returns. The answer frames the ratio as return per unit of risk for a zero-cost position. Under…

Risk managementStatisticsForex
Quant Q&A

The document asks how to build a consistent historical swaption volatility series when market conventions change. It distinguishes normal from Black volatility and quotes referencing IBOR or OIS discount curves, and asks whether backtests should use only…

OptionsFixed incomeVolatilityBacktesting
Quant Q&A

The note describes using meeting-date overnight index swaps to infer market expectations for central bank rate decisions. The proposed comparison is between the current effective overnight rate and the OIS rate spanning the period around a policy meeting.…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The note clarifies what a two-year spot rate represents when valuing fixed-income cash flows. It is the rate used to discount cash flows occurring at the two-year horizon, such as the second annual coupon payment on a coupon-bearing bond. The same…

Fixed incomeDerivatives pricing
Quant Q&A

The note explains why Walt Disney Company filings may appear under two different SEC Central Index Key identifiers. The question arises from searches showing older annual reports under one identifier and a later filing under another, creating uncertainty…

EquitiesUS marketsEvent-driven
Quant Q&A

The document reproduces a university course description, tentative schedule, reference books, and a long research reading list for quantitative trading. The syllabus spans statistical arbitrage, asset-return properties, statistical models, trading…

EquitiesStatisticsMarket microstructureExecution
Quant Q&A

The document clarifies a common misunderstanding of the Feynman–Kac theorem in a stochastic calculus text. The theorem is not asking the reader to discover an unknown terminal function: the payoff function is specified as part of the problem. A derivative’s…

Derivatives pricingOptionsStatistics
Quant Q&A

The document distinguishes instantaneous, risk-free arbitrage after transaction costs from trades that require holding inventory while prices may converge. In a proposed cross-exchange trade involving a stock and cash, the question is how to hedge the stock…

ArbitrageEquitiesMarket microstructureRisk management
Quant Q&A

The document addresses which options to use for research on S&P 500 index options, comparing contracts on the index, its futures, and exchange-traded funds. It offers a concise liquidity assessment based on electronic-market bid-ask spreads measured in…

OptionsEquitiesUS marketsExecution
Quant Q&A

The document clarifies the distinction between deterministic and random simple processes in stochastic calculus. A deterministic process has values that are known in advance, while a random process has values that depend on uncertain future outcomes. This…

StatisticsFixed incomeEquities