Skip to content

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
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

10,263 documents

Quant Q&A

The note distinguishes risk-neutral pricing from estimation of the market price of risk for short interest rates. Bond and bond-option prices are used to calibrate risk-neutral dynamics, but those parameters alone do not identify the physical-measure risk…

Fixed incomeStatisticsDerivatives pricing
Quant Q&A

The note explains how to translate a Eurodollar futures price move into profit or loss. It gives the contract’s dollar value per price point and basis point, then applies the general calculation: value per point multiplied by the price change and number of…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The document addresses which option maturities to use when replicating a variance swap whose observation period runs from the next day through a later end date. It says the option strip used for static replication should expire on the same date as the…

OptionsVolatilityDerivatives pricingExecution
Quant Q&A

The document contrasts equilibrium short rate models, such as Vasicek, with no-arbitrage models, such as Hull–White. Vasicek uses a mean-reverting process with fixed parameters, so the model generates the discount curve from those parameters. Hull–White…

Fixed incomeDerivatives pricingArbitrage
Quant Q&A

The discussion asks how to calculate the distributional statistics of the difference or sum of asset prices modeled as geometric Brownian motions, including the effects of drift, volatility, and correlation. It notes that the difference of two GBMs is not…

StatisticsDerivatives pricingPortfolio construction
Quant Q&A

The discussion explains why adding the vegas of all options in a portfolio can misstate total volatility exposure. A simple sum assumes implied volatility moves in parallel across strikes and maturities, an assumption that may not hold when the volatility…

OptionsVolatilityRisk managementDerivatives pricing
Quant Q&A

The document examines a proposed arbitrage based on one-year and three-year spot rates and a one-year forward rate for the following two years. It first derives the intermediate spot rate from the relationship between the longer spot investment and the…

Fixed incomeArbitrageDerivatives pricing
Quant Q&A

The document introduces raw SVI, natural SVI, and SVI Jump-Wings parameterizations for a single implied-volatility slice, using log-moneyness and total implied variance. It then asks how these choices relate to direct volatility fitting, what maturity…

OptionsVolatilityDerivatives pricingArbitrage
Quant Q&A

The document surveys several active research questions in quantitative finance. It highlights the transition from interbank offered rates to replacement overnight reference rates, which requires new or adapted pricing and risk models despite limited…

Fixed incomeMachine learningStatisticsPortfolio construction
Quant Q&A

The document considers a swap that receives three-month Libor plus a spread and pays a rate that depends on whether Libor is above a strike. The proposed simplification applies when Libor is fixed at the beginning of each three-month accrual period. Under…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

An FX Targeted Accrual Redemption Note (FX TARN) is a structured note whose coupon depends on one or more exchange rates. The example links a coupon to the change in a yen–US dollar rate and ends the note once accumulated coupons reach a target; if the…

ForexFixed incomeDerivatives pricingRisk management
Quant Q&A

The document examines whether bond immunization should account for time decay alongside duration and convexity. One answer models the short rate as a diffusion and derives a bond-pricing partial differential equation. It shows that the time derivative is…

Fixed incomeRisk managementDerivatives pricingStatistics
Quant Q&A

The document asks whether the difference in delta between two options with otherwise identical Black model inputs can be represented by the delta of another option. Its answer gives a first-order approximation instead: treat the option price as a function of…

OptionsDerivatives pricingStatistics
Quant Q&A

The document describes a preliminary Python and QuantLib approach to pricing fixed-fixed GBP-USD and EUR-USD cross-currency swaps with limited market inputs. It builds GBP SONIA and USD SOFR curves, applies a quoted cross-currency basis as a flat shift to…

Fixed incomeForexDerivatives pricingStatistics
Quant Q&A

The document examines a Heston stochastic volatility implementation that uses Fourier integration to price a European call. It lays out the characteristic function’s Riccati solution, including alternative algebraic forms intended to handle complex…

OptionsDerivatives pricingStatistics
Quant Q&A

The document examines a present value formula for an Australian Commonwealth Treasury bond with semiannual coupons. It asks how to interpret the fractional discount factor applied before the first coupon and the coupon term that appears separately from the…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why some options markets, especially over-the-counter foreign exchange, quote implied volatility by delta rather than by strike. In these markets, available strikes are not fixed and prices may not be directly quoted. Delta provides a…

OptionsForexVolatilityDerivatives pricing
Quant Q&A

The document outlines a practitioner’s framework for pricing FX forwards and swaps using spot, interest-rate curves for both currencies, and a cross-currency basis curve. The proposed construction uses overnight-indexed swap curves from market instruments…

ForexDerivatives pricingMarket microstructure
Quant Q&A

The answer treats a future implied volatility surface as a conditional modeling problem. In the direct approach, simulate outer paths under a calibrated model; at a future state, launch an inner Monte Carlo from that state, price options across strikes and…

OptionsVolatilityDerivatives pricingBacktesting
Quant Q&A

The discussion explains why the payoff of a payer swaption cannot generally be inferred from the terminal swap rate alone. If the swaption finishes in the money, its value is the present value of the fixed leg annuity, whose payments must each be discounted…

OptionsFixed incomeDerivatives pricing
Quant Q&A

The document distinguishes a forward rate over a future period from the fixed rate on a swap that begins in the future and spans the same tenor. The forward rate is derived from discount factors at the period’s endpoints, while a forward starting swap rate…

Fixed incomeDerivatives pricingOptions
Quant Q&A

The document explains why an increase in a dividend expected before a European call’s expiration generally reduces the call’s value. A dividend payment transfers value from the company to shareholders, so the stock price is expected to fall by the additional…

OptionsEquitiesDerivatives pricing
Quant Q&A

The document describes two ways to estimate an option volatility surface for an asset with no listed options, using a more liquid, correlated asset as a reference. A practical rule of thumb maps the reference asset’s at-the-money implied volatility through a…

OptionsVolatilityDerivatives pricingStatistics