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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

8,116 documents

Quant Q&A

The discussion considers how to value a two-year bond with semiannual coupons, an early exit right after one year, and principal tied to the S&P index. One answer separates the fixed coupon payments from the index-linked payoff and applies risk-neutral…

Fixed incomeOptionsDerivatives pricingEquities
Quant Q&A

The question describes selecting equities expected to have higher realized volatility over the coming month than in the prior month. The forecast is reported to be correct 60–70% of the time, with an average relative volatility increase of about 50%, while…

EquitiesOptionsVolatilityExecution
Quant Q&A

The document explains a trading rule that pairs long gamma with limit orders and short gamma with stop orders. It frames the rule through the approximate change in an option’s profit and loss: a linear delta component plus a quadratic gamma component. When…

OptionsExecutionRisk managementVolatility
Quant Q&A

The document compares stock warrants with options, focusing on who issues them, how exercise affects shares, and how they trade. A company issues a warrant on its own stock; exercising a call warrant generally leads the company to issue new shares, which can…

OptionsEquitiesDerivatives pricingFixed income
Quant Q&A

The document considers a European claim whose terminal payout is a bounded, smooth, increasing function of the underlying asset. It asks whether the claim can be replicated by an admissible strategy whose stock holding is never negative. The accepted answer…

Derivatives pricingOptionsRisk management
Quant Q&A

The document derives the drift adjustment behind a quanto expectation formula. It explains that the asset value and the likelihood ratio connecting two probability measures are correlated, and that changing measures alters the asset’s drift. Applying the…

OptionsDerivatives pricingStatistics
Quant Q&A

The document discusses whether options can reproduce an index that tracks one asset’s performance relative to another, such as a stock against a broad market benchmark. It distinguishes the index exposure from an option on that index: a long position in the…

EquitiesOptionsPairs tradingFutures
Quant Q&A

The document asks what the time integral of price should be called, drawing an analogy with displacement and its derivatives in physics. One response points toward financial option Greeks as a reference for price-related sensitivities, though it does not…

OptionsDerivatives pricingStatistics
Quant Q&A

The document describes a one-year option observed monthly with a fixed upper barrier. If the asset reaches or exceeds the barrier on an observation date before expiry, the contract pays the positive difference between the asset price and strike at that date…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explores whether an option’s required rate of return can be derived from the required return on its underlying equity, using a call option with a known strike as an example. It proposes comparing two Monte Carlo valuations: a risk-neutral…

OptionsDerivatives pricingStatistics
Quant Q&A

The document asks why an exchange option is priced under the risk-neutral measure when the two assets may have different expected returns in the real world. The answer explains that real-world pricing would require estimating the relevant risk premium, which…

OptionsDerivatives pricingStatistics
Quant Q&A

The document asks whether the current option premium less the discounted future option price represents the present value of a short European put position. The response clarifies that this expression is better understood as the position’s profit or loss,…

OptionsDerivatives pricing
Quant Q&A

The document explains why a delta hedge does not take the differential of the stock holding as though it changed continuously within the same instant. Holdings are set at the current time, so the portfolio’s immediate value change reflects asset-price…

OptionsDerivatives pricingRisk management
Quant Q&A

The document describes an attempt to reproduce a Bloomberg-style EURUSD digital knock-out option price using QuantLib in Python. It specifies a down-and-out put with a cash-or-nothing payoff, market quotes for spot, volatility, and interest rates, and tests…

ForexOptionsDerivatives pricingVolatility
Quant Q&A

The exchange asks whether option-adjusted spread (OAS) on mortgage-backed securities can be interpreted as a default or prepayment hazard. One answer rejects those interpretations when projected cash flows have already been adjusted by credit and prepayment…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document describes a calibration problem in a Libor Market Model. The author simulates forward-rate paths with Euler steps, computes swaption rates, and aims to calibrate correlations among the Brownian motions. They report that subtracting a term…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document raises a practical financing question about equity forwards inferred from European call-put parity. It asks whether a forward on an easy-to-borrow European stock should be expected to accrue at Euribor or Eonia, and whether a trader can assume…

EquitiesOptionsDerivatives pricingCarry
Quant Q&A

The document examines whether a European call’s delta must rise as the underlying spot price increases. It explains that under homogeneous diffusion models, where the distribution of relative price changes does not depend on the current price level, delta…

OptionsDerivatives pricingVolatilityEquities
Quant Q&A

The document addresses whether QuantLib’s Hull–White tree engine for callable fixed-rate bonds can value an otherwise plain bond, so the callable bond’s option value can be inferred by comparing the two prices. The answer says the engine cannot be used…

Fixed incomeDerivatives pricingOptions
Quant Q&A

The discussion contrasts estimating stochastic volatility parameters from historical returns with fitting them to current option prices. Historical estimation, such as maximum likelihood for the Heston model, can describe a real-world return distribution,…

OptionsVolatilityStatisticsDerivatives pricing
Quant Q&A

The document explains how continuous delta hedging connects a portfolio’s changes in value to the Black–Scholes price of a European option. A replicating portfolio holds delta shares and a cash or bond position; under the self-financing condition, trades…

OptionsDerivatives pricingRisk management
Quant Q&A

The document describes difficulty recovering implied volatility for in-the-money American put options using Black–Scholes formulas. The dataset contains American-style options, while the calculation assumes European exercise; it also uses discrete dividends…

OptionsDerivatives pricingVolatilityStatistics