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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
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 document asks for references surveying methods used to calibrate stochastic volatility models, including the Heston model. It notes that many calibration approaches exist and seeks a broad overview of research and practical projects. The response…

VolatilityDerivatives pricingStatistics
Quant Q&A

The document explains how to track relative implied volatility at a specific option delta over time, such as comparing a 10-delta put with an at-the-money put. The suggested process begins with collecting option quotes across strikes and expirations for each…

OptionsVolatilityDerivatives pricingStatistics
Quant Q&A

Convertible bond parity compares the value of the shares obtainable on conversion with the bond’s face value. When the stock and bond are quoted in different currencies, the share value must first be converted into the bond’s currency using the relevant…

Fixed incomeOptionsForexDerivatives pricing
Quant Q&A

The document asks how to infer a six-month LIBOR fixing from three-month Eurodollar futures. It identifies the futures-implied three-month rate as 100 minus the quoted futures price, expressed as a percentage, and asks how to extend that information to a…

FuturesFixed incomeDerivatives pricing
Quant Q&A

The document considers a claim whose payoff is the time integral of an asset’s proportional price change. Its main replication argument is direct: hold one unit of the underlying’s inverse price, or equivalently one dollar of stock exposure, so the…

Derivatives pricingPortfolio constructionEquities
Quant Q&A

The document derives how delta hedging an options book can affect the underlying when hedge trades move its price. It starts with the delta-hedged profit and loss formula, then models price impact as proportional to the dollar demand created by rebalancing.…

OptionsDerivatives pricingVolatilityMarket microstructure
Quant Q&A

The document discusses counterparty credit valuation adjustment for a European call bought from a counterparty. The key intuition is that the buyer has paid the premium and remains exposed to losing the value of the option if the seller defaults before…

OptionsDerivatives pricingRisk management
Quant Q&A

The document considers whether a same-currency floating-for-floating interest rate swap has gamma, meaning sensitivity of value to changes in rates. It contrasts two views: distinct indices with different yield curves can create gamma, while a typical tenor…

Fixed incomeDerivatives pricingRisk management
Quant Q&A

The document explains how a bond’s cash flows can be valued using a sequence of forward rates. Each coupon is discounted by multiplying the accumulation factors for the forwards that span from today to that coupon’s payment date. By no-arbitrage, this…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether overnight index swaps need a convexity adjustment when building an OIS curve, given that overnight rates are published after the accrual period. It presents an argument that OIS market quotes are coupon rates formed from compounded…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why a manually discounted cash-flow sum in QuantLib can differ from a bond’s dirty price, even when the same yield is used. The example uses a semiannual fixed-rate bond with an Actual/Actual ISMA day-count convention. The discrepancy…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document addresses why labels such as long and short can be confusing for multi-leg option strategies. A debit or credit alone does not determine a strategy’s directional classification: spreads, butterflies, and similar structures combine bought and…

OptionsDerivatives pricingRisk managementPosition sizing
Quant Q&A

The document discusses whether an asset’s price, represented through risk-neutral valuation, must be below its expected discounted payoff under the real-world probability measure. The answer distinguishes how stocks and derivatives are priced: a stock’s…

OptionsDerivatives pricingRisk management
Quant Q&A

The note clarifies that Black–Scholes gamma measures the change in option delta per unit change in the underlying price. It is an absolute sensitivity, so a large gamma value for a low-priced underlying does not itself indicate an error or describe a…

OptionsDerivatives pricingVolatility
Quant Q&A

The document explains how to simplify the present value of a bond’s fixed annual coupons using the finite geometric series formula. Discounting each coupon produces a sequence with first term and common ratio equal to the one-period discount factor. Summing…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document concerns a proof in a single-period mathematical finance setting: how a separating hyperplane theorem supports the connection between no-arbitrage and the existence of a risk-neutral probability measure. The question references normalized prices…

ArbitrageStatisticsDerivatives pricing
Quant Q&A

The document explains why Broadie–Kaya exact simulation is not automatically the practical choice for the Heston stochastic volatility model. Its main advantage is that it can simulate across arbitrary time steps without the time-discretization bias…

VolatilityDerivatives pricingStatisticsBacktesting
Quant Q&A

This note works through the stochastic differential of an exponential process built from an HJM forward-rate expression. It first differentiates the exponent, accounting for the time-dependent Brownian coefficient and the moving boundary of a nested…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

This note explains why a QuantLib floating-rate coupon amount may differ from nominal multiplied by accrual period and the index forward. The coupon amount is calculated using the coupon’s rate, which can include a contractual spread; the index fixing or…

Fixed incomeDerivatives pricing
Quant Q&A

The document asks whether a receiver swaption is equivalent to a callable bond. The main response distinguishes the instruments: a callable bond is a security exposed to issuer default, while a swaption is an interest-rate option. It then describes an…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document compares short- and long-dated straddles as ways to take a long-volatility position. Its answer links short-term straddles to profits from realized movements that exceed expectations, describing this exposure in terms of gamma. Longer-term…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document considers an embedded equity conversion option in a bond issued by an Indian company. The bond is denominated and repaid in US dollars, while the underlying shares trade in Indian rupees; the conversion price uses a fixed USD/INR rate. One…

Fixed incomeOptionsForexDerivatives pricing
Quant Q&A

The document outlines how a variance swap works: the buyer exchanges a fixed variance strike for realized variance calculated from returns over specified observation dates. For liquid standard contracts, the market quotes the strike; for nonstandard expiries…

Derivatives pricingVolatilityOptionsStatistics
Quant Q&A

The discussion asks whether equity option valuation should account for uncertainty in interest rates, including in a risk-neutral expectation discounted by the path of the short rate. It explains that interest-rate sensitivity, measured by rho, is usually…

OptionsDerivatives pricingVolatilityRisk management