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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 concerns evaluating density forecasts derived from GBP/USD options. The author has estimated a time series of risk-neutral densities nonparametrically and wants to apply the unconditional test described by Christoffersen and Mazzotta. The…

ForexOptionsStatisticsDerivatives pricing
Quant Q&A

The document asks how to select the mean-reversion parameter in a one-factor Hull–White model when pricing Bermudan swaptions. It describes a calibration approach based on the ratio of standard deviations of two forward rates with a shared expiry and…

Fixed incomeDerivatives pricingVolatilityMean reversion
Quant Q&A

The document addresses how to distinguish cap and floor claims in broker-provided spread option data organized by strike. It cautions against classifying the instrument solely from the sign of an absolute strike or by comparing that strike with a forward…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document compares two expressions for a Black 1976 caplet price. One discounts the option payoff using the discount factor to the payment date; the other uses the discount factor to the rate period's start date and divides by one plus the forward rate…

OptionsDerivatives pricingFixed income
Quant Q&A

This collection presents examples of incorrect AI answers to quantitative finance questions and briefly contrasts them with corrections. Topics include converting yield quotations between compounding frequencies, whether mean-variance portfolio theory…

StatisticsDerivatives pricingPortfolio constructionFixed income
Quant Q&A

The question examines how to price a contract paying the difference between an asset price and a fixed delivery price at maturity when the underlying pays a continuous dividend yield. It derives a risk-neutral measure by adjusting the Brownian motion so the…

Derivatives pricingFuturesEquitiesCarry
Quant Q&A

The document considers whether service vendors can buy credit default swaps to protect against customer nonpayment. The answers say this is uncommon and often impractical, and point to trade credit insurance as a more typical option. A CDS may not cover late…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The document recommends several books for readers seeking a broader grounding in quantitative finance, including stochastic calculus, risk-neutral pricing, jump models, and risk management. Its suggestions range from broad surveys to concise treatments of…

Derivatives pricingRisk managementStatistics
Quant Q&A

The document maps views about forecast return distributions to simple option positions. A belief that expected returns are understated or overstated is associated with buying a call or put, respectively. Views on dispersion are paired with long or short…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document studies a payoff that delivers the stock’s terminal price only when its return relative to an index clears a threshold. It first sketches Monte Carlo simulation using geometric Brownian motion, then gives a risk-neutral derivation. The…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains how QuantLib’s BlackVarianceCurve distributes variance through time according to its day-count convention. Because the curve interpolates linearly in variance, using Business/252 produces a constant variance increment per business day…

VolatilityDerivatives pricingOptions
Quant Q&A

The document discusses using SABR to price EUR inflation caplets when strikes can be negative, a setting where standard Black and unshifted SABR formulations are not directly applicable. One response recommends reconsidering the model: inflation option…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks whether option prices can reveal a likely rise followed by a later decline in a security. The answer explains that a sufficiently broad set of European option strikes for two expirations can be used to infer a risk-neutral price…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document seeks a characteristic function for a Heston stochastic volatility model that includes jumps in both price and variance, describing this as an extension of the Bates model. It provides a reference form for the Bates characteristic function,…

Derivatives pricingVolatilityStatistics
Quant Q&A

The document considers a novation in which one party replaces another on a cross-currency basis swap. It stresses that the relevant collateral valuation for the continuing trade is the CSA agreed between the incoming party and the remaining counterparty. The…

Fixed incomeDerivatives pricingRisk managementMulti-asset
Quant Q&A

The document explains how effective duration can be used to estimate a mortgage portfolio’s sensitivity to interest-rate changes for duration gap analysis. It uses a central finite-difference calculation: reprice the mortgage at the current rate and after…

Fixed incomeRisk managementDerivatives pricing
Quant Q&A

The discussion distinguishes tradable asset prices from quantities that influence them. Under the pricing framework described, an asset’s price divided by the chosen numeraire is a martingale under the corresponding pricing measure. A stock price discounted…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks how to determine the fair fixed rate of an amortizing swap, whose notional declines on a schedule. The response describes an approximation for swaps without embedded call features: use market par swap rates to build an interpolated curve,…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document compares a forward rate agreement (FRA) with a zero-coupon swap, focusing on payment timing and the number of accrual periods. An FRA exchanges fixed and floating interest over a single period, with settlement at the beginning of that period. A…

Fixed incomeDerivatives pricing
Quant Q&A

The document outlines a way to value cash flows that pay nothing upon default, using bond and credit default swap information. Assume a recovery rate for the relevant senior debt, then infer risk-neutral survival probabilities from market quotes. Multiply…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document clarifies when the holder of a midcurve payer swaption must decide whether to enter the underlying forward-starting swap. The answer says the decision occurs at the option’s expiry, using the example of a one-year option on a five-year swap…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document asks for the expectation of a time integral of Brownian motion with drift, weighted by exponential discounting. It specifies drift μ, volatility σ, and discount rate k, then applies Fubini’s theorem to move expectation inside the integral. Under…

StatisticsDerivatives pricing