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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
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

10,263 documents

Quant Q&A

The document gives brief definitions of two terms encountered in derivatives pricing and volatility smile fitting. “Pillars” generally refers to maturities or expiry dates used as reference points, a usage associated with fixed income. A pricing or…

Fixed incomeDerivatives pricingVolatility
Quant Q&A

The document asks how the upfront amount for a credit default swap is determined and why the cash exchanged at settlement differs from the quoted principal amount. The questioner understands the principal as the difference between the present values of the…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains why structured-product dealers may sell dividend exposure when equity markets fall. Products such as autocallable notes can leave dealers holding long-dated downside options or other exposures whose value and expected duration change…

OptionsDerivatives pricingMarket microstructure
Quant Q&A

The document examines why vega may give a misleading picture of volatility risk for options whose gamma changes sign, using a binary option as its example. Under Black–Scholes, it differentiates the discounted probability-based binary price with respect to…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The document examines a one-factor Hull–White short-rate simulation and explains why a one-year time step can produce poor paths. Euler–Maruyama approximates the drift over a step of length h and scales the random shock by the square root of h; the presented…

Fixed incomeDerivatives pricingVolatilityStatistics
Quant Q&A

The document asks how to choose a drift for simulating trading volume when pricing an option whose payoff depends on volume. The proposed model treats volume as geometric Brownian motion, and the author recognizes that option pricing calls for risk-neutral…

OptionsDerivatives pricingStatistics
Quant Q&A

The discussion points readers seeking variance and volatility swap strategies toward sell-side research and foundational papers. It frames relative-value trading as comparing implied variance across markets using historical relationships: buy the market that…

VolatilityDerivatives pricingCarryRisk management
Quant Q&A

The document asks whether a quanto put can have a nonzero foreign-exchange delta, despite the common impression that quanto options are insensitive to FX. The question describes a case where the put’s calculated FX delta is positive and attributes this…

OptionsForexDerivatives pricing
Quant Q&A

The document addresses how to calculate the kurtosis of a straddle payoff formed by combining call and put outcomes. The response corrects an attempted combination rule: even if cross co-kurtosis terms are assumed to vanish, the weighted sum of the…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document explains why an instantaneous forward rate is generally not the ordinary risk-neutral expectation of a future short rate when rates are stochastic. It corrects a derivation that differentiates the expected discount factor as though the result…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document answers a request for accessible study resources on Monte Carlo simulation for pricing derivatives at roughly master’s level. It names a course text associated with a master’s degree and recommends Paul Glasserman’s book as another source on…

Derivatives pricingOptionsStatistics
Quant Q&A

The document explains how volatility inputs differ when an option expires before its underlying commodity forward settles. It distinguishes options on different forward contracts: a quote for a two-month option on a two-month contract should not…

CommoditiesOptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses discretizing a Merton-style jump-diffusion process for simulation. Rather than applying a basic Euler step directly to the asset price, the accepted answer works with log price. Each interval adds the drift adjusted for diffusion, a…

Derivatives pricingStatisticsBacktesting
Quant Q&A

The document explains why the time decay of a European call differs by time to maturity and moneyness in the Black–Scholes model. With substantial time remaining, the passage of a day generally changes exercise likelihood only modestly, so theta is…

OptionsDerivatives pricingVolatility
Quant Q&A

The document asks whether a trader can sell an instrument other than an option to collect premium and fund a long equity call, while avoiding options tied to the same or a correlated underlying. The answer explains that options generally provide time…

OptionsDerivatives pricingRisk management
Quant Q&A

The document asks why the instantaneous volatility of a simply compounded forward rate is defined through the quadratic variation of its logarithm rather than the rate itself. The response interprets this as percentage volatility: changes in the log of a…

Fixed incomeVolatilityDerivatives pricingStatistics
Quant Q&A

The document explains how to distinguish a DV01 hedge ratio from a ratio based on quoted price ticks for Bobl and Euribor futures. DV01 measures the cash change in a contract’s value for a one-basis-point rate move, so dividing the contracts’ DV01s gives a…

FuturesFixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains why a fixed-maturity zero-coupon bond is not locally risk-free even when its promised cash flow is known. In a one-factor short-rate model, the money account earns the prevailing short rate through continuous rollover, while a term…

Fixed incomeDerivatives pricingRisk managementStatistics
Quant Q&A

The accepted answer explains “flow” interest rate trading as trading in standardized, liquid products that are relatively easy to value and trade frequently. Examples span sovereign and corporate bonds, overnight index swaps, interest rate swaps, caps,…

Fixed incomeDerivatives pricingMarket microstructure
Quant Q&A

The document asks how implied correlation is calculated for collateralized debt obligation tranches under a Gaussian copula framework. It proposes first calibrating a common default probability across the portfolio, then fitting a correlation parameter to…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The answer explains how a delayed swap payment should be handled when a payment date shifts because of the calendar. If the final floating accrual period is extended by two days, the floating rate and interest payment should reflect the added accrual under…

Fixed incomeDerivatives pricingRisk managementMarket microstructure
Quant Q&A

The response proposes using programming and financial data skills to study market risk through equity index options. It describes an approach associated with Ian Martin: use prices from a small portfolio of European options on the S&P 500 to infer the…

OptionsEquitiesVolatilityDerivatives pricing
Quant Q&A

The document discusses how to reproduce Excel's bond YIELD calculation with QuantLib. QuantLib's bond yield method takes a target price, day-count convention, compounding convention, and coupon frequency, while settlement, maturity, coupon schedule,…

Fixed incomeDerivatives pricingStatisticsBacktesting
Quant Q&A

The document poses an identity for three equivalent probability measures and a sub-sigma-algebra: the density of one measure relative to another, restricted to the smaller information set, factors through a third measure. This kind of relationship is useful…

StatisticsDerivatives pricing